{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot  as plt\n",
    "\n",
    "from numpy import genfromtxt\n",
    "\n",
    "try:\n",
    "    import cPickle as pickle\n",
    "except ImportError:  # Python 3.x\n",
    "    import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "d[\"t\"] = t\n",
    "\n",
    "for hiloVal in [0,1]:\n",
    "    for DAC in range(9+2):\n",
    "        DAC = DAC*50\n",
    "        my_data = genfromtxt('tmpdata.base/dac'+str(DAC)+'_'+str(hiloVal)+'.csv', delimiter=';')\n",
    "        d[hiloVal,DAC] = my_data/1024.0\n",
    "        plt.plot(t,my_data/1024.0)\n",
    "my_data = genfromtxt('tmpdata.base/noise.csv', delimiter=';')\n",
    "d[\"noise\"] = my_data/1024.0\n",
    "\n",
    "with open('lit3rick.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)\n",
    "    \n",
    "plt.title(\"Lit3rick, 5V, acquisitions\")\n",
    "plt.savefig(\"lit3_5V_ppulse.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iGbkMafSVA7C2prWPa6KUSqiHgVwlDQmXf7CqOh21UUqlW6AF/E3bHh7oWczRnnmxRcJxgZtm5JRSeUQzchnS4isDoLa5ncl9WxWlVCI9DOQ8kvhKfSAYSkdtlFLpdvPe0FK17eF/Cq/rVGTuqjqOjF6gGTmlVB7RjFya+Y02slIqL8SPVtdLon3klMpNUUFcUp0GO9HjWSmVPzSQS7N1RcNjHhvtIadUbkrTYCdGAzml8pcnrmGSHs9KqTyigVyahTyxb2nSIcuVUn2rdnVaNiOONq1UKl95NCOnlMpj2kcujZ4J7UxLWxH7gYZvSuW66iVp2YzH8adlO0qpNPEUgBNMsWxcIKcZOaVUHtGMXBrVhgbjGH1LlcoLkw5Jy2bECaRlO0qpNPEVp1xUdEJwpVQe06gj7WwuTnvGKZXbzJQj0rIdCXdz5f+16+GFK9OyL6VUCnyFKReV+EGPNCOnlMojGshliDatVCq3fbIh8bxwPdXtgEZv/QHevTUt+1JKpaAnGbn4ppXaR04plUe0j1wa7Vf3IUOD9X1dDaVUCpZvaWGvvq6EUir9fEUpFzXxZTUjp5TKIxrIpdExLavxiY9awBhtXKlUTjIGZv+Jsc7GtGwuFNb8u1I5pQcZOY/E/VZrRk4plUfS0rRSRO4WkSoR+TTJ+iNEpEFEPnb/rknHfnNNyR6H0nzAVEIewSN6cqdUTmraBK9dx8FNL6Rlc/6gTj+gVE7pQUbO540L5DQjp5TKI+nKyN0L/B24v4sys40xX07T/nLSea0/gVa4dd/TMGtq+7o6SqlEgm1p3ZxeslEqx3h7EMh54jNyOmqlUip/pCUjZ4x5C9DIxTU+UEVbYWlfV0MplQWO0VBOqZyxYT7EN5fsQqdAztEMu1Iqf2Szj9xBIvIJsBG43BizKIv7zqpTAnNhcF/XQimVDRrHKZUjqpfBXUemXv7DuylvbI1dphk5pVQeyVYgNx+YZIxpFpETgKeAaYkKisjFwMUAEydOzFL1em9+YwvTTAmDJL3NtZRSGZLmyMto40qlckNrDxsGPXcpO8Yv0z5ySqk8kpV55IwxjcaYZvf+LKBARCqTlL3TGDPTGDNzxIgR2ajedjnrk5V9XQWlVI9o4KVUv+Qt2P5taNNKpVQeyUogJyKjRWyjdRHZ391vTTb2nSmtn1QT2NhMudfb11VRSvUhbVqpVI5IRyCnF3qUUnkkLU0rReRh4AigUkTWA78CCgCMMbcDZwDfE5EQ0AacZUz+nv5svOoqnPBxAMjJw5Auvvi7WqeU6gN99dVjTI8GYVBK9ZBn+wO5TfVtjElDVZRSKhvSEsgZY87uZv3fsdMT9AvvVK1i/MRf0+69iGM3vk+5tCctq2GcUv1bynGhEwZvNseXUmqASUNGzh/SwU6UUvlDzyp64fRxsyAMhD/ggEWFfV0dpVSPpPvySorb09HwlMos2f7eIo6jx6lSKn9kpY9cfxY2Xb+FOseUUjkm3aNWpro5o6PhKZXr9DdbqTzhOFCjAw5qILedQt0Ecq1hvbqnVP+W4omfDmuuVM4zmpFTKj+8ei3csg80bOjrmvQpDeS2k6NvoVJ5Jr1X3HdqmQfLXsj6fpVScdKQTdOjVKk8sfxle9tW17f16GMahWynkL6FSg1oO7fOg4e/1n1BbbKlVO7T41Sp/OArsrdhf9/Wo4/pYCe90GRKGCRtgGbklMo7fXaipieISmWWZuSU6vdqVsL8+yLTjYQCfVufPqaBXC84ROaCGiX1fVgTpVTP9dU8ctr3Rqncp6GcUjntkfOhahGUjXQXDOxjVtNJGTewP2BKKZc22VIqs9LRR06PU6VyW7DV3naMBD3Aj1kN5JRSA8sA/9JXSnVBvx6Uym0etzGhE3IXDOyDVgM5pdQAo00rleqf0nFsD+yTQqVynrihS8ehuvZtuPNIaG/ssyr1JQ3kMiysvwlKKdBMoFL5QC+4KJXbpGOcCvc39c0/wMb5sHlhn1WpL2kgl2FBR0/elMopOmqlUv2T9pFTqv/blpFzL7o4Qfc2lLh8P6eBnFJKZYOeICqVfi9eBfec4D7QY0ypfm9bIGdiH3cEdAOMTj/QCyZq+gGlVL7RPnJK9Rvv/N3ezvkLNG3u27oopTKvo2llx2+qeO398MDMyGkgp5QaWPoqM1a1GApLobiib/avVH/2yrVp2Yw2rVQqx3Vk4Douynq8NhunTSuVUkqlTUsNfHhP5PGDX4F7T+y7+iilUqCBnFK5rSMjZ2IfL3gEHj67T2rUlzQjl3H6o6BUbsnSMfnU92D5i7HLBuioWkrlDc3IKZXb4jNyHZY8Y28dBzwDJ081cF6pUkpB9k7U/ANzThullFIqY+JHrYwP6AbYoCcayCmlVCb4ivu6BkqpHtI+ckrluPhRK+OP2QE2sJgGckqpASZLJ2oeb3b2o5RSSg0UnTJycTSQU0optd1Ev16Vyj+akVMqp3VMP7DtWI3PyA2sY1jPNJRSA0owlKWrdRrIKZV/BthJoFJ5J/63VZtWbj8RuVtEqkTk0yTrRURuFpEVIrJARPZJx36VUqqnAuFwdnakgZxSeUfDOKVyXHe/rRrI9cq9wHFdrD8emOb+XQzclqb99gnTMWeFUirvZO+Cu35PKJV3NCOnVG6T+N9WzchtN2PMW0BtF0VOAe431rvAEBEZk459K6VUT5hsfcl3+rFRSuU+DeSUymndZuQG1jGcrQnBxwHroh6vd5dtytL++4zoj4JSOcXJ1iGpo1YqlX8G2EmgUnmjbi0sf4lOrV0GeB+5bAVyKRORi7HNL5k4cWIf10Yp1d9kLSOnTSuVypxVb8LzP0//djWQUyo3PfgVqFkB4/btutwAC+Sy1Rt/AzAh6vF4d1knxpg7jTEzjTEzR4wYkZXKZZL2p1MqtzjZSsnpYCdKZc7zP4PqJWnfbG0wlPZtKqXSoL3B3jrxx+jAzshl60zjGeACd/TKA4EGY0y/b1YJ2rRSqVyTtQvuGsgplTnewoxstiU8sE4ClcobHrcRYTgukNOmldtPRB4GjgAqRWQ98CugAMAYczswCzgBWAG0At9Ix36VUqqnsjfYiQZySmVMpvqgatNKpXKU28LNdDOF0Af/hL3Ogcppma9SDkhLIGeMObub9Qb4fjr2pZRS28NxNJBTKu9l6IKMM8Cu5iuVP9yLLJ2O0biLL3Nugvduh6sGRMO/rDWtVEqpnJC9aeT061WpjMlQwKX5OKVylEkWyCUQbM1sXXKInmkopQYUo4OdKJX/MtUEUptWKpWbOgI4PUZj6JlGL+hHSKn8lbWGUzohuFJ5SH/hlcpN9thsag/0cT1yiwZyGaajViqVY3SwE6WUUiq/uL/dze3BPq5IbtEzDaXUgGKy1SxDAzml8o8221IqN7nHpkcTJDH0TCPDdEJwpXKLziOnVH+Qod9WPUdUKje5GTnJXgeJvKBnGhmmTSuVyi1Z+xHQQE6pPKS/2UrlJntspnwJp35dxmqSS/RMQyk1oDi50rQy2A5tddmpi1IqRRrIKZWT3EMz5Yuxf90N1s/LXH1yhAZySqkBJWeaVt5zPNw4OStVUarfyVDLStE4Tqkc1Ys+clWLMlSX3KGBnFJqgMnOmVq31ww3zo99fG0FPP7NTFVHKZUCjeOUylHuVVjpydXYcP+fqkADOaXUgJKtjNyC9Q09f9KnT6S/IkqplGm/dqVy1LbBTnoSyPX/qQo0kMswHbNSqRyTpUiuoT2cWkEd7lwppZTqRkfTyh4MWOak+DucxzSQU0oNKCZbE4J7Uvx6Dfk1mFOqxzJ1mVSPRaVyUkfTyp4co9n6ve9DGsgppQaO+s/xBBqzsiuRFE80Q22x7fjn/g2aqzNTKaVUlzpOEtfVttLU3v+bZSmV8zZ9EtPtQAO5WL6+rkA+0uaSSuWpv+7OxCztSlKdRy4UIOZb5eVroGYlnHxzRuqllEquIzl+6B9eZ+rIcl75yeF9WyGlBro7DrO3vhKgh+fgAyCQ04xcL/Ro6FOl1IDUZSAXisrAmTAE22LX16+1t7Wr4ZHzwN+c/goqlc9SzXj3dLMYjBvNrajS406pnOEe8ynPIwcayKnEevQhUkrlhiz3Q0vatHLla3DdiMjjurVQsyK2TDhkb1+8EpY8C2vfzkwllVIxBEPYSfJd0bIVXrvO9mtVSvUJzcjF0qaVvdCTjJwOZaxUjojPemVasozcqjdjH99zXOcya+fAn3aCMjfgC7akt25K5TljMtXNwZAwjlv5Gsx/ABb9F4ZPhT3PysjelVKJOcb0PPukgZxKxKsZOaXyT7A1q7vzJAvkvIWpbaB5i/0DmwEIh8CrX9lKAWxu8jMmQ9t2EmXvHzgtct/flKE9K6WS8YccSqBnwVl82dZa+7s6ctd0Vq1PadPKXuhJls3o0ChK5YZszyeTbPqBVAO5aM/8EH473KYhjIE5f7EDoig1QLX4Q5nZsEmhFfYAuMqvVE6IOhilN/PIxR+r950E/zgwHTXLGRrI9UJPPkTatFKpHJHlk6+kfeR8vQjkwm6fnOd/Bh89CK9cCw+f3eu6KZXvMnWRVDCJM3JKqeya9TP49ZBtD33Yi7E9Gqci/gLulk/tbT/q56rtdHpBR61UKh9lebCTdGbkOrx/Z+R+06beb0epPGdM5iYEj/6m+HhdPYOLfUyJ3XmG9q2U2ub9O2IedgRyPerelOwCbjgAvqLe1iynpCUjJyLHicgyEVkhIr9IsP5CEakWkY/dv2+lY799wQmHNZBTKh9lPSOX5Ov1w7vTtANtUKEGqJaauHArfYTYPnKn3jqXs+96N7aQibrKH2wHR5taKpUtaZkQvLkK2hvSU6E+tt1nAiLiBW4FjgemA2eLyPQERR8xxuzl/v1ze/fbVxwnjEfsh2iDGd7HtVFKpSzb0w8ky8ht/SxdO0jPdpTKJ1VL4I9T2Dm8PGO7iD/329LoT1zACcP1o+ClqzJWF6VUrJ4kU4xx7HfGildiV9yyD9yUKFTJP+k4E9gfWGGMWWWMCQD/AU5Jw3ZzUmNb1Be6jmOiVP7IdEbuhgnw5h+3PdzkD2Z2fx6vncog3M2gDwsehc/fy2xdlMqW2tUZ3byYFPrIdfS7aa2xt+/+I6N1Ukr1zvraFju4yYOnd14ZaM5+hTIgHYHcOGBd1OP17rJ4p4vIAhF5XEQmpGG/faKtpW7bfR3IRKl8kuHj1d8Ir1+37WFLpjOALdVw/8kw9y+J17/ya3jhCvjvt+HuYzJbF6WyJsPHlWP4zwfrui7T0bQyem7Kayt0JFmlckwonOXRqvtAttrmPAtMNsbsAbwM3JesoIhcLCIfisiH1dXVWape6kLtUV/cGscplT+y3EeuKFnTynSrWmJvV7wCS56LLJ9zk2YKVP+T4QskEnS48YWlXRfq6BMXHciBHVX27VsyUzGlVI850S1Wmrb0XUUyKB1nGhuA6AzbeHfZNsaYGmNMR5vEfwL7JtuYMeZOY8xMY8zMESNGpKF6aeZkaO4apVRmZbmPXNjJ1v7cNt4Png6PnNuzpwZa+u2Pm+qnMnxBJpWWNnX1dXawhFBcILfiFXjp6s5PqF8Hnz6RphoqpVIVjs7I/XmnvqtIBqUjkPsAmCYiO4hIIXAW8Ex0AREZE/XwZGBJGvbbJ0LB/p+mVapfynIgV9PUnp0dffo43HZw5PGLV8GKV1N77j+/lN0ft0ArhDPcd1D1bzkw/9PQj26FP03rnJGLt+4DeOwb8K9j4PFvQiiQnQoqpQAIh/v/iLLbPY+cMSYkIj8AXgS8wN3GmEUi8hvgQ2PMM8APReRkIATUAhdu7377SjjqJCSVsU60H51SuSEUDmd14sysJeQgMskpwDt/t3+pqFpsbwMtUFhmT0y9RZCoWWj1MhgyEQpKel/Pfx4FHh98d3bvt6EGtnBmA7kejWHmb0q83BgQged/Chs/iixf/JS9kLF3DzPnSg0Ur98AZZWw/7fTsjkx/T/5kpbzGmPMLGBW3LJrou5fAVyRjn31tXAPm1ZqGKdUbvCHQlkN5HJuvsknvgVH/xYGj+m87oN/wdi94b8XQ/lI+M6bsesDrXDr/jD9VDgzaRfn7nUEjkr1VoYzuj26+NqwPvHyla/C0L996cwAACAASURBVB06twL4r3ty2ttAriNAVKq/Cflts+k3f28fpymQy3bf+L6QzfOafsEJ9f8PhVL9USAYpiyL+8u5062Fj9mMmzGw19l2VMsOL/8ycr9po711HNsHqLAM2tzRej97ARY/DTufAN6C7NU90wIt8LuxcPwf4IDv9HVtVDLN1dBWm9FdJA7kkgR3n72QeHnHUOcTD0pLnQCY/wDMuhx+thoKSyPLP38P1rwFh/00fftSKls2LYBQux1hubqbQYZ6wWggp+I5Ue1tU7lyl3Mnc0oNUI6TnSYWjhNi6dIrKfI0ZmV/PbLUHdVy2f+6Lhfyw51HQtUiuLYhEsiF2uHRC+DY38FB3099v8bY5+aiD++BzQvs/ed/Zidan/lNO0+fyi33ngBbP8voLhL9Zif7rTfVS7v+jU82T9WzPwYMnPS31Cs2+0/2GKpZDmP2jCx/4iJoWAf7XAjlOThAnFJduePQjG4+nKXf/b6UrekH+g1Hm1YqlZe6neQ3TVrbVrNp8xOUeHNv+pSUXTfSBnEA1Z/ZE8VoCx6BJc+mtq2WrfDrIXDz3pFlDevdpjQGFj0FTZvh1d9Aex8Ev8/9GD68O/J41uWwbFby8qrvZDiISyZpsNbaTXYw2Yiw8+6BefemtnN/M6yZGzk24o+RjmOzJY+/b5TKkI1t3VxAjD4v2LLYDhy29p3MVirNNCPXQ8bp/2lapfojJ0vHrnH62aiMt+7XedmmT+CR8+AX66B4cNfP75gkuWlTZNlfZtjbc5+Ax74eWV5YBodeZod2X/5yZgeF8DfZADKRZH2fVN9ob4TlL/XJrosIUEjiC7iSLOPWoXVr1+vDQWitgae+B6NmgK8Yph4NFeOhYpwt897t8NpvI8/5309sQHt1NTRvBk8BOEFob7Anpe/dATsdA+KF5i0wYf8evFql+pdQdxm5cBB8hfZ+S7UdOCzPphnTQK6Hoj8UKXWK1pScUjkhWxdhjLE/AjIQGla3NyQO5Ob+DVbPhnMfg/b65M+Pz7C0bIXnLoWPHoRwwPbDq5xmB2IBeO9OmHQQjJxumz7GD/4QCkR+lLvz5HcjTU3jtdaAE+5d88qqpTBoNJQM6flzk1n0pH2tu30lfdvMZU7YfhYWPw1L3NmM1mRnpNP43/VXiy5nvHQTkCXTXf+cx78ZeX0rX7O3b/0RxuwVGXDo83djn9NxzDx0Oqx+K7K8vcFemHjh5/DebVC3xi7/VX3iAVI2fwpr34YDLobGjXDTdDjzfhg0Bia4F28a1sP9p8AZd9vmnGvm2oAznZ9tNTCFQ/Z7Npk0NYmU7lrihANwyz4wclfYx72oWDQoLfvOFg3kesiEena13WR1DHKlVDImS23ljTvc8YA48jvm0WpvhDsOg9PugIkHwMvuoMXNW6Cti0AuPmPx7j9iH3eM8nf5cnui+nzUgA5f/osN+nY+wTaFPPnv8MwP4PR/we5n2DIrXoERu8JHD8Ahl4KvyDaHe+zrsSfB8d76o/27tsFesf3gn7D3+fZHv3RYpNymBWDCNuvohGz/uv9+GwrKbPD51XvssrJKW/7fZ9nM5IHfs5mSYVNi91u/DspHRYLRl6+xcwJ2TC8xcjoMnWxPzMVrMzFOKPGJh+PYILp5ix0tdMxeMHxHuy4UgJYqqF0Fg8baQHGf82HVmzB+Jrx7G+x9nn2t5aPs+5ZIc5Ud5TRe/ed2u+s/sK8zOiCed599b7/2oA14B422QerS/8HkQ2yQ8Oqv7cWAPhAfyPU6iEvFkmcSL9/0ceR+suxA/Oe3pTrSHLojiAP7P1r3HpQOt/+PYVNg+slwuzv35PM/cwMzA4+eb5ddsd5+pla+DjUr4D/nwuBxsM4NKq9tsCfixol8Vt+9zQbfX7w6NnDcMN8efyfeFFkeaLWDLy15Bs59vHOgmWh0zuZq+xoSTY2y7b1y7PfQLifY9+Cg78f2J1S546Wr7QWHZH4zLPm6Huh2+oFwwDZPblgHe3zNLvMVp2Xf2aKBXA85A+P0TKl+JxTOzrHruBm5AfFVcf8pdoCFnU+EutXw4hXw7dci65e/nHzAB4C6tant55HzOp/QPnepve3oz/bMD+ztGzfYASDOeQz+/dVI+YoJsNvpNsvTVRAX7dqKyP0XfmFvT/8XvHYdnP9k8o76wRZYO8dOGp3Ik+7ImFdusie0z/4QjrwaXr/OLt/ja7YfYrx/HJB4e8VDbNAmnq6zQIXlsO+FiecZfPP3se/xB3fFrp90sH3+jkdG3otoFRNskLD6zc7rErnz8Mj90kob1BdVgL8htef3d04Y5v410jS5Ox2f/3hViyMBWofC8qgHJjKYUYfnfgILH4U9zrKPO050O0QfF6fdAZO+EPlMDB4LJUMj2eO7jrS3Ew6APc+yWb17T4g8/80b7QWho91RdOffD8/8H3zzJRtMjppuL+L8aaq7b/fzsfJ1KK6AcfvYx2vm2oskWxbaP7DH0El/s6OHjti583uzdYVtwtpaG2nKqjKrvcGO6rr+g+zsr7us+MNnbbvb0tZGGVDTDsMzW6u00kCuh5xw/x8BR6n+KBjKTrv3jqaVA0LTRvu36RP7OByIXf/MD6Csi5H0qpeltp9176Vep5oV9jY6iAN4+hL7t72euMje3rzX9m/rd1Fz+nUEcZA4iOtKR/PV7k5aAs3JJ4vvrl/I2rn2dvmLidfHn+z3REdmVoO4iKXP2QGAtteiJzsv665v38JH7e2C/3S//Sfjpuv430/s7cjpsRceGtbD+g87f7bfuMHetmy1gVjHXJN3H2Nvv/Tr2MGIbpphL6I8cKp9PO0YO79lsmP72R/Z5qJNm2DXk2wmuHGjrccr10bK7Xa6zXYfdU3i7YC98BQO2ObeHfzN4G+0AWw0x4G5f4E9z+68LlNqVtrXGj09RS7oyLD+92L7f8hWEAdId9+JUb8tVfWN7AAsrw0wfGJm65VOGsj1kBM1GekA6AGjVL/hz1Ig529vce8NwG+IzQtjR6eErkfTq1ud2foo1UOpTgjuNwUUSQYHNnr0gvRsZ9FT6dlOT8Vnj1/7beygLfE+fjDx8ld+Ffu4cX3sAEzLX+p+IJyOgZaWPBubTYz26RP2dvaf4RS3iffTl9gmySfeBP/8YqTsCX+CGafBlkW2mfCa2fDVe21mc99v2KaxTVtsIL7uAzjyShi9uw0CmzbZpqVbP7PNVevX2qbg4aCdS61hvW3K3FZr9wu2aXbJ0Nj61q6GYKvtswj2otit+0fqt/+3bTDpBGHOX+0+hu9oly18DGacmrzJtOPY5uT7fh2Q1Pod16+zfd7uOQEuW2r7TlctsdnWu46E4VMjF9myqNtALsqY+X8BYHBZeTclc4sGcj3kjxrKNNUvfKVU3/MHs5NNX7X6RmBgtKxMqHZV6mW7ywzkqoN/bJu9dTjhT/D2zbZvWE8derk9aWqvh4vf7H5o+u/OgaLB8Pr1tqmar8T2d5t0sG0yGmyFp7uY4++4G21m4o0bYOvySL8ngJ2OSzzJ9ZFXw9SjYONH8P5dtindh/+yGYyxe9uTVCdsT2grJkDlTvaEeLfT7eu55D3bT27la7ZP1rRjE2f2Jh9qtxXfVzIHBfFSRB6MUKtZzp6Lzu5t+jg2iAM7Rcmsy2OXPXahve1o8t3hs+ftX1c6svzx/j6z26oydAfbDzbYGlu/0uHw+Dciy974Xezz1sy2mcS2epvJ3//b9hhe9boN/v2NkT7JM06DYTvC9FPg32fCkVfBlCNgyATbPHXxk7a5eYe7j7UBqT9qqow+COIghcFOohS324uORSX51UdOTJbmVuqNmTNnmg8//LCvqxHjqUfu4tQl9gCuNhWMkK6/JF/17MtR17zWZRmlVOa9O/sFDnz1axnfz6uH2YEtqhfuyll12RlpT8U58aZIEy+AC2dBUbntn3HfSSltouVLf6Ds4IvtJMxr5tpRAi9dDB4fDBoFLTW2D09brR2wY8M8uMue8LV9/SVKHjwJwn741qu2L09lXH+5tjrbqb6gpPPOjdtvqWYl3H8KRgRmXoRMOQymfqn7ytestEHyk9+Fo39rR2Rr3ACjdottdhUKwG0H2eBu9O72qv/9J8MRv7D7n3iQbTo2fMfEIx9uD8eBv0yHwy63/aeGTbHTT4RDtmnfU99L7/5SNCc8g/OCV217vKb4nITl6kw5QyW3L0TUmnKG9baOyYL6Dodebicp78qEA2MvFCiVZa8V7MMXg/N79Jx1l6xhwsih3RfMMhGZZ4zpFN3rhOA9ZEKB7gvFPiMj9VBK9UwgS00rB5rAnud3XyjL/lczGue7b8N5T+D/+QYW+GbY0et2OIxVl6znksp7eD6cYH68KJfO2kRDW4imsA+mfYm2K2up843AX1LJpxsaoGw4Cze3sS44mN8/v5SZt0T6++16x1Z+v+N9tB93E6uLdyU41I4WeedbKznhb7NZurmRTYHOQdwLn27m43XucPGlw/hv9RiunfgvTiu4jd/6z0opiGsPhvFXTGZ+cCLB78zFv8ORLG0bxBLfLtuCOMcxOI6xTab+bx5NEw7HKRtJAB988wXaxh+Ks+upvLHRg9mOIK6pvYuMlccDly2leY8LaRyyiw3iALw+2OscWi98lbeHntqr/WZDiF5MTZHAcqfzIBvT2u+3WZBuLHG67sgTE8SN2YstFT0YwXHHLyZd5ZRW8tnoE7vfxjdfsM0Uz7jHPr7kXdjly90/78L/wS8zMFrolRttZimZ/b8DP/zITrfw9WfhK/+MXX/SzYmfN25fGLV76vXY/auJlx/849S3oVJSZHp6zg6FRUmanOYobVrZQ6GQTgiuVD7yh7I8UNEAuYZzzUeD+L17SfATZwp7emzTyiP8f+aOsjvYOfQZVWYIIyXxNASrnNFM8SSZmDuBTWYY/wodz9UFD/Fo6HDqKGedGcl1BfdwV+gEXg7vy/tvAG+scZ9hR1E894CJPPReR9PHImZxKWu8ibMtADVmMHv+Jnnfmy/tOopXlmzZ9lgYxAvh/Xg4bE+Ab1/gcPuC0cAbnZ573F9tpnbEoCKqm/wpvGovH89dzQPvriEYN/pqoc/D0NICtjT6KS/y0ezv3QWLIp8Hf8hheFkhNS2Rk58CrxAMG64/bTf+8vJnjBtSwifrG/jqvuN5bN56PAKOAa9HOGu/CfhDDk9/vGFbPW88fXc2N/ipbm7nwXdjm56OrShmY0M78UoLvbQGwsCZ3FWwjqO983r1mnoj1ZA1mKZA7vrQufy54DaGS1PUtn2YM+5h8WcrmBFcSMB4KZTI99fvg2dxd/h4Hi+8NmZbi51J3BY6iVsK7YA2852p7OOxTdpODl7Pwi11HO95n38UJglIXH7j4/aPwvwoyfoNzcJpD6xiUTE4ePAQe170l/1e49Lj9+bVpVUEC47it88t5qUraigr8lF1wr8YuXRUTPnXj57FkY3PwscPgb+Rrz9ZxT8uEdzQnvbTH+DEf2/mrqEPMOWgU8HjY9H6OkJj9mHPicNh9VsERsyg8PHOF5XCQ3bAW+/2xS0sg++/b5v8tdbaETMXPooRLzJ8RzjhD7Zc9LQgu54Enz4Oe55jLz7Ur4Wdjrdz7Tlh27etIK4p3pq5Nht+yTt2br9Kd8RNf7PtNzZhPxsUVi+xQaC/2Q4mtNOxsMuJdvCoqUfZJtTFFfDQGXD4z22TZidsB2mZehSsmWPnPlszB576LoycAZe8bZtMv369bea84hXbPy3ZVBdj94GNPchYnfcEjN8Pfp8fo4EUOT1v/lxUkF+hUX7VNgeEszQXlVIqjZ79MUfPuyeruzR5PNjJBjOcswNX81bRpd2W/Sw4EopgvanklMB125qirTFj+Nw/iJ29JAzkfhs8lxoZyu6sZIon0odknTOCCZ7IACk3Bc/gVWdv/ld0FZ854zgm8EcEBw8OD4W/RAs2q/VyeF+2kHzuoUgQl5rGbaeRiUUHcQAGD98Ndv9+RUstiIuID+IAAiGHLY12O70N4gD87kXK6CAuep9XPWnnstvabNc/Nm89YIM4gLBjEr7HP39iYdJ9JgriADeIs74dvAyChjXF56byMrZbqn3fQ8bbZdTXbgooTmEwlBozGB+dzyt2uGIWk+VCvu99mvGylYO8i7eta6GYAAWE44LJq4PfwIlqaPWj4Pc5c0fDXSvKaVzfAHiY5RzIvaGlXOh7iUZTwmBpi9nGraGT+XPoTIavaeCbRSXMcXbjeG/sKINtFNJCCfeEjuUTZ0eGShO7eVZzuncOAH+bvZmj92riovsiXWMuuPt9hpcV8s6qGq4MHcnZvte5MXgWw6WB656t59Hv/IxbN57GZ8uXsam9iBm/epE1bnz0q2WTWWm8fLH2F1wj0zlipxGc+Oyb8BFAPb/88ln89sHF28pHe6+mhE0jv8PChmJGvbGS/SYPJeQYSgsrOfmDU5lU9mXWtvgY0VDEYY9+wp/PjM1aGl8Rsvd5AKyoamboAT9neLmbsfF4t82RaIxBOjLXkw/G+dEC3visisOmTYmcaBeVRyZbLyy1QVzH8p2Otfcn7M/ywl1ZV9XKF3dx55+84OlIhTxeOMYdNGbKEfZ2r7PB38S8ki8wtTVIReU0O/gKRMo2bLBzXv51dzj2Bhs0n/0woUHjWVPTytSR5bapdXs9zL6J1ZO/xuTyIDJuX9sHz1dsB4vZ8Sibob+2wZZf/ZZ9TbWrcN69HU8qI51mUaoZucdCh/FVn52WptCXX40VNZDroVA4+odygFxyVyrfZTmIy3deHKpNktHd4jRQxoWBn7LUbeZ1nP/3+CkAbAAXfRvtZWcmn5tRjPNWxSy/PnQurzt7MYRm7ii8iTvCX8ZPIV/1X8NKY4fxNni4Mxzb162rIK4nak05JQRYbyqTlpkxdjCLNjYmXd9blxyxI03tIR54N8X59QaM7F0UST0j1/XpUzMlFKcwGEqyQA7sxZCfhr7L/QU3xCxvp9Cta+w5SAvFeKOyY42mjD+v6DwC369DF/C30Fcoxc/OnnXcXRjp6+bF4OChmqHs7v8XABNDW2Iu6tRT7m7n65GNhiFkfBzmXQDAl2+ZE7PPeWsjc9Vdwbe5IvTtmPVn3vGOey8yg9dZgavxEmbuh5FpLX7z3GJ+81zs6/ntczbI3av9DsqljTlFtoniW+Hd+U3ofFZsGG8LvrC003uxtsX+H6ub/Dwxfz1PzF/fqUxX9pk4hPmfRy5S7TpmMEs2Rb4bJg4r5fPaVi4/Zif+9NJnMc/90VHT+Nury+2rjsuEAxwytZL3Vtew+7gK5n9ez8xJQzlyl5HUtwa4a3ZkxN8jdh7BiqqprK9bC9jvjt+cMoMF6xt4fF7s6zlzz5d49OlqfnDk3bx231rW1S2hqT3EFcfvwql7j+PuOTUEwudzz31rOGb6KFZtncOFX5jMzMnljNn1HA685kUu+MIkTt1rHMPLC9lSsh8ff1THL5/eCJzMC4Vz2cWzjm8FLqMEP1upwG8K+G/RtT16X9OlmNQCuegLd2u2tjJ97OBMVSntNJDrISeo/WyUUt3zOPl7ocdHmIAbjHWn0ZTyholMObDURJrctLknnNUJArl2Y9c1EjvnURgPfgrZwjBODURGQvvA7JJSfZxSL6O/MIajxgxhTXuARS+vZevUcggbjp1SyYolNaxd14inKfFJ9jPhL3Bt6ELG7T+KIZMGM9jn5YTKCp74aAMtlYUMES+zW1u5/uSdeWjDVpZUN2MGFeCpaqfwk1oAQuNKkZCDd0s7w4+fyFljhvPR5gacDa28McrDWaOHsSkQ4qujh1IfCvPa1kaOHDaIX67cCEXw5C8O5+21teAP88jHG9gYCuGpD7Df2ApG7z2S+mCIauPwu53GU+b1MKW0iA3tQVa1+Qk4Du+vqaXVJ5S3hgkMKmBkSQHetjBOkZciv0PbYB87FhVSFQhx678X8N2TdmHG2AoeWFfN8w8vITSulB1HlNEyvowfjhjGrqMGUWGEFsfhZw98RNnUwXxp5BCWmSBbt7Ty9d3HUd0eZLzPx5srt1JS7KNg8iBGGCHYEOD0GWP4uKqJN9fX8cRLK5kwfRilNQHGVZYypbKcT9bWceg+Y3hm7ud8cffRbNjczAdVjSxfHTlBTjXDtb1EUjtuuwvkWkwxldJ9sF/DYHxxTRNNsRdpjwR38QGb3z124ps0NplSSiSS5W0l8eh7Bg91DKYOaHZi+2l+4OzUqfznZhRXB7/BYZ4FHOOdR7MpiWr+GvHz0MWQxlOkd53pPSpfzyDqTTlB4+V3oXO4J3x8+iqTRHQQB8QEcQCf19rRJOODOGBbEAedM+EAc1ZsjdnHh2vr+HBtXadybyzrPMXLNU8vSljfRz/ZCgh/fz12FMkbnl/KDc/HBrovLbatDq5+6tOY5Xe8uYo73kw8OvF5gSvZxfM5c5zoPoOGJ8KH8pkznisKHk74vEyZZjakVK7BRAK5d2qbNJDrz8JRJ2fRV+7aTCEl0vlA1CkKlBpYRm9pZ8ayZiB/R6z82NmRUGFqgVztPuNhvp07zxR7wR9GDLQfNgr5QMBAa2EJceectHmLIAzFZWEIQL0pY4EzhbmFu0N75GQ2tEM5zqACPE1BwmNKKfikluDew5HWEE5lEdIawhR47PI9h0Ghl88x3FPlnvAcEMmsPd/cAhOKYUIx0hbi53O/zX6eZZzhfWtbmY4msatMGNNoT8Jer22CMqAtcpJ81eqN9k6FPal2RpcQ3lyCM6KI8Dh7UhAENjhh/rzBzTqOts2w/rPF1u3Nuki/qNei7p/2UdRJ1rRIRmUuQG1kpOQvz4+cCCZV082yAyv5ZfVWqHYHlzh6LAgsE4FgkJ9t3AIbo5qR7mlPcN5tcU9gB8Hra6Ku+hcBxg+rW7YtunJO1A4PGcEWgGElgIFwE4z38VxVNUwrYW57AwwBSorxOeX41toBOw7y38IXPIu5tZv+XdnS3WAnHU1+u9N44Di8H8UGRP7DR+Nb2gBewbeqCa/EHjwtIwYRHFKBZ23s+cXWoiEMr2zf9v/1DynFUx/ACAT2q0T8zraLDR0aKOeiwGV87EzFINRi/7/BXSooWBr5rD0YPprHwofzR+7g995zqD1kFMWvbOzytbUfM5YxxYVUL9yKb3UzYw4azTRvAbM/2IjxJ++mEpw+hPL6AP6NkSH1w6OK8W6JbYpbMLiQUp+Hhtro5cI0/wNd1itVFxw0ifvfsRmuQ6dVsnRzU8Lm0LuMHsRJe43ljy8si1k+ZlgJm2rbOpXvz7ZSERfEAQiXBb9HJQ1ZD+RS1RCVkZs2putm9blGA7keCpvEl5vuDJ/Ij3xPZrk2SqlcY4O4/HVO4Eo+NDvhP3o0vNV9+daSUsyxURm3jgGhfB4eH3k0F22ZxUtF+/ONtti5lBr3GUPAU8g/q09jv3WL+WnwOzRQTmCP4ZgSL6bIi3dzG+GxpeARnDH2eYFD7EAJpszn3tqAM7jfiB69TlPi45Hwkcx1dosJ5IrdC3JmSPJJcKU+ELveH8ZTHyC4V3qad/YpT4707SzyEtqlgvDEMjw1fuoW24FuckVAusnISddzUV0RvIgJUo0p9uKnAB82QNhqbCAV2sU2bQ5NG4zMlpgLIW3FJYQnl+P53MT08GjadyyFofptgVxg7+F417cQHl8GhR4M0D50NAXLGvBuigQYrzr7dqpfeHQJnho/oR3K8a1rwbupDT+F/DD4f/YKhVfwHzQCU+DBU2ePGd/6Fjx1AdqPGbttpNNN/iBMG0xoyiBW+zysxkH2HErBwjrCk8qRoEN4ZDF4BFPmsxdmygpomFBGsRvItR9rR/bsyMd6qtsxpV7aywrYdvkj7FD8yqbOr6OyCO9W+zpC09wsS9jgW9WEM6QQT40fp6IQT52f0PQhtt6OgZDDnYUhOGYshAwvF3hgShHSHMQUeaHAY6cJEeFj4GPTDMdGjUDaHmZ1cSTYl6YgpsgDhQkuAPjDiN/BDI66eNYWsmW9ccejMUh9AAq9mFLvtvd50tYgn/uMvZhW7MVT47d1LfBgyn34ljcSnlhO4fwa/AeNxFPvt58Lx9hjPmwo+LiGwnFltBV5cAYV4FvdTGjqYKQhgCkvYOznrWycXAo+D941TQyrCuB1DMYrbB1VhO+zRiRBP16nzIenJRQTLOWautKKbR+wcPPHMPyIPq1PT2gg10NOkuZS6Z5iRymVf/5vyDcoIshh/iWc3Ja9kfZ64xfBb/GOM503i34Ss/xtZwbhUcVcxg0Jn7fRDOOW0GncUGD7z5za9h+e957OuIL1DF22nnmTDsOUF3Cl+RU3+y9mcvtDDC7sfFV6r4J5vDfocA5x5nLxqssITh+CNAdxhhWBRzjUvM7s8UcyueEz2sLFNJVUcFzR8+zYuozpZUv4zZZrOLP8Pzy75USOrniFv1VexWXmdzy58Hi+NuYxXv38cOr9FWz1D2f3YYtZ3TiRKRVrqSoZw5lTn+T2tkuo2qOSmmaBqMTCO2V70H7AOL5S+yCeGj8LqmfQ4B9MaUEb48q3sqG5kr1GLOTVBUcwdchKRnqr2X3EamatPoTVDbtQMsjPyLVrOGjsPB6rO4Mjil7no6rdcfDQEipjn5EL2NA2mqoGmymsLKllffNYSnzt7DViIa2hEj5tnI4TgPGDNrH76CUsa9uZUAtsbB/LXoMWUFbQQkNoMEtrd8LjOAScAkaU1NAStM1U20IljCitxgwuwNsaYF3jWIolQFu4GAqFYd4aGtorKPG1YQq8tPhLwXEQDCKGioIm6jxDIQjiMVT4GqhvHYyIwesJUyAhwgUFzKhYxAL/XjhNDgbBmVCKb0srnnAYp8RHOOxDWoKA4IwuhnYHaQ8hfofiIj9tgwZBY4jgHsPwVbfgFNsTam9NG5PL1rJ2wnQKi4I0TBiBZ0sb4drMD0JQQmoD0ISkm4xcN4Hcw+Gj7J1CD60U9w/GPQAAIABJREFUUYafSwPfY7azB8Nat1DfUoEp9GAqCjtl5FrdaSs6+sP9Ifg13nT2wBR62Fpg579abyqhQAhPGRS74yIvwd2GEpw+BByDtIYpei/SNC80qQy8HrxVbQT3sf3VgkOLMCWNeKra8DSHMEUevNVthEfYejgl9lQyMLLYBgbxJ0Qi4IssM0OLCBw2OuH70nFhBsB/8MiEZZwRCd5br8cGfGFD8SsbcQYXEB5VQnh8KcH44MknhHaygbIz0n0NY6OaeHskEnCJQEFU3cujgq2uTvyKY/dpBnXRwqHIXriKUZLk9FwEM7Tz8PhrK2O37wwvguGRcsF97fdNR1Ac7ggaOy7ceITgfiNienWGdrbvkRlmt7NxaqR1QHjyIKonx9YhPLEcjMGzqQ1nTIl9f9xg17e4nlDY8GDVUbztzGCusxufFF+c+DX2gfqyCnAbGawJJr+Il4s0kOshYxK3Wx9SFoDEA3AppfpIe9hheUsbPZjhZ7vMrZ9J2HgIO2WcnMUh03ujubycTTKq0/fWnjNXcszgF9mFZQmfN4sDuX+X07lhpQ3kjh/+EmeIO6radIB/bMsSXD7jZq73/IIDdn4X3ondzmml/+WH5mZahpbx+heP5du+O1jMbpzFg1SYBhyEY8zzTBm8MvaJ7kXd60b9EoA9pti+IA+Z0wHYZ3f7vu9Wmbj+Hf5ccimzSw5ndviwbYHcvu230VBWwQPmq3iGOjAUTps6K+Hzz9jp2ZjHe42IjNCHe4561ASb6Ttr5+1trfFs90VyxbTuiyTUMbbO+M6rNppxvLv3gaxYvxus6eX2U7SrrOVYzwfddooIibfL8c6CHl+n5sQxz59cjrSEuJQ/4Hf7kr4/bHc2jZrE7SXfobSkDQPMMYdTGDdgw5SC5fzA3IjP7ce62oxmkdmB7/huZTcWcE7gSraYofyRH/HX5kv5etm97MoiBEM1o2iVEp7wfo0DvW+zsGJP5hx8CKbYi6chwPChdVwkd7I7C/iRuY39eA/BYda0U2DaYJvBGlrIQ3IGd5uLqWMoh/AW7/EFpnhX8LDvAr5e/w+CwQJOrLQTihvg9vZLOLP4EdZWj2FZ2e48V3YGk8wq6kNDObj2FT4qP4CT2x7nRed4fjXi12xoHM0fS35JQ+Fwxq9dxjkTH+U+5yKGt1cxZP1mjtppDkOo493a/XjPOYitQ8bSWjAIvEJgZiXOIN+2YGxm7RxqCyrZoX4Z/tYC6oODaRsxhCNGzuFf8l0Kwn6C3iJmzJtNfaCCGn8llZX1+KsFzxAPdZPHM6l2GaW+NrYER+EdJDQ0l2OawxQODnNS4TMsb53KiuEz2Fo4itIlVbTvNJzDtzzP+3yBwMTBBIpLKPhkKzKkALYGKCtooX78GHy1bZghBXhDIbztQSQQxin2YVocApMq8ITChIsL8DW0U9bUQFPFMCTkUNreRLCgiKCvkOGBaraMn0xFew0tbSUMcerYOmxsTKBZUNuCpyWIf8IQCjY2ERw7CPxhKPJSsWwDjZNHdw4mgdKqOlrjJ8cOO+CNuqgSNnj9QcKlhXhbA7YVRQcRfCE32+kPc/XGi5IfFH2ouSgSpE4oSz7QVS7SQK6HnHDib2anq29spVRaNYXClHo91AXDNARDfGfxWj5tjsr6uM07pC1E0dyqhMNSZ8LGw3cDoHn1BujZaPdZU2vKGSbNOIPD/H2nS92OVxHnDb6fYb7Ec77N9N7O1GmruX/kBWxYM4xx4VrKJHkfkGneFfxyt98zMcHZ9yiP7XdVRgv3+eyUBYe6c74BeDBMYWWn56XTobzJoV67z0+Ygn/HMs4b92inQSRU3xrLBr7ieYJNccPgZ0KhhLmj8C/dlguLp+tAzuvtMpC7aNp9fCQzmcECHpEjuIzHaZ86iNGDaynFHlOC/Yx6TOzIk77CYEwf/fYhZYRKSpnqWcEw6ninYDfChQWMYhN/KLs85rkjbQ9FLuNGAA5mNt6yMCPZQsmwVnbnE/6fvfOOj6O8E/fzzszOdq206sWyLLk3cAcbTDUhQEgChHCQQhopF9Lvl0u5JOQu7VJIz+XCpUBySbiEEFooptkUG2xs414lq3dpV9t3Z97fH7Pqu5JsZGNgH3/08e68Zd6d+n7fbyvHMlH8ER8dane1vIfDzOeYf/bQ/fx+/nuofA3PYyK4SG7E7Rv2jxz8HR91/ByAwuIezmYv1bKJc3gOVTOhBG7iT+CC9ekH0qy8Jn7IPxORbvKrrefRD5RbwQWMiMfyNv/9vC290NEsq1CQHPHPoZwWumUxRXQxpyDtSzo+gCcXy8dAwTqXy8eXDzE2XtMYZeGbeGL4y8r0/3nwAX5vfZbA0vT2kSnYxshIWSlK/2VDYvmn2sdsG7mfgvS28vT/evr/uRnqD1KcYbsyZpsCpF1eccExWUchXfThp5pGUCW75DLCuodfnnULpl9HCSRhH2cM8+3DAV3meDNrgs9UcoLcCSJltidzFhV7zuQyR46TQkpJMGWwNxSjSte4Zd9xdoYyCA1SQszAsaljfBmSL2j/e8rHOsi10sqhU5kl+fWZwG9tl/PH0EVcW3IvmhgfcMBpxjhwYB2mqRIuP0x+r8H6uPXG/c66Lw/VO3Su4LAsZMvz12GzxTFNFcPQsNnilJYepbl5EcXF9dTN3kZb22xgdNLvXS9cQWnZUfr7Kpi/YBPHG85mztwt7NlzEWWlR2lqXsTiRU/w4otvQwgTlytINOrFZosRjebhy+8gNFBIQUErXV01lJQeo6uzBrs9TCw2GHFMYrPFSCaHA0/YbFGSSQeqmqRu9guUltZzx+JVOBxRfuT6DJFIHseOrqClZT4w1pRPIoSJlCrWrGX0A7607DB9vZUkEs502cg6EpstTjKZaVXBzLgvAFVNYZpKep+TYY1P12PE4+50H5a55Pj248c/kurqXcRiHnp7qzAMDSmVUcdSVS0jLF2PEo8PHl+BlAJFMTAMS1tktbGjqik0WxybLU4qacduD5NMOjBNhby8LhIJF4mEg1jMg8MRIpWyU1FxAH9hM263FXTDrpx6s5e1sR+TL0b7uf5R/w98IjJqmzGJaWV8Eh+61WIr63ma3t4K2msV5uy7k2+6voafAK2tcykubiASycdmG//MS0qdzs4aarCCzBQW9HBb3TeooIXjx5fynQtuo5dC2prnUVW1H4CjR1aRSDjIL2hHUVKUlg6Hr/8Qvxj63NlZQ1N8IeGQn/kLniEYKCbP14WXEMvZxnIszfOOl65gwcKncTiGhTYFiZvh783NC6iq2k9722zKyo+MqreOZwj0l+DLH51+BKC5aSFVM/ahk0SnH8NUaOmeS5nvOLo9+8JRVfp4VGBFKpzDFIIB5Zh2BhfgfAxH8FyGlXR8Xul+bCR5sOjqV2VsmXjOWEiRbdi82Gu0MF5yP3OZFkFOCHE58CNABe6QUn57TLkduBNYgeWG+04pZcN07Pt0k9O85chx4lgLINbEtmPgOC49j0i8m+dbnqch1EKhTeeB0Awa+jUaPbMn7EuEk4iBFGpbBLUz88ROxeBD6oNsULezQjl9L/Nr+D8AusSs07bPE8Vpj/KJOb+h+ejZbI4t5GJ+NKp825ZrGRQqknkOZvgOQ3qu1dFRS3vbbILBYnR7dGhiP1JQSiad1NdbwRNaWxfQ1VWTLt8yaj+xWB7HG6y0BVu3XAcI2tstu7y+Xsu+bsuW64fqB4OOof4B+vusnHJdXdax7uyoG+p3GDFqbCPbG4bOoYPncejgeSxY8DTx3nx2H1lMMFiEaWbzZxEjBKLxQlBH+1i7QjHqc2YhDsYLccNtBwWiqWGNzxLiBvsQyIyao4lXGRsbzxq3beSxHBxXNDp+fIahjmtjGDqGoROPWT5bsdiw79bocwaRiKWmaGhYTkODpSax2aL4nK2cymX8hFRppYjWMTkEY+j4GCvITeyvJ+XEx7erqRa/v4W9ey6hruwQP7noX2moX8bxgUJCoUKOHlkzVHeWuGdU28K2BAcHzmeNsBapPIQoHAjyzM4bkVJlbdVe9Ihk57ErqT+2clTb7u4aAA4dPG9oW0npUaJRL253P50ds4au/66uGgavE90eRiCpmbWD4w1nE4t5efGFawZ/LYMLFaqaHHU+B/d/+PC5Q9uEMEYsuIxdULC+W88QidMZJBq17G6Ps2rMURycj1nnQtPiSCkorzhIV2ct3rwuQgN+YjEPg/fCWBTF8uFUtQTJoQUYaxyqmsQwbGhaAimVCe9Fa4FnOnw4R96sYsQ267OmxTGMdKAnKRBCommJ9LNFYtNjo36HEAYgEMLANG0oSgrTVBl/LMx0PZOysiO0tc1F0xKkUjYGj91gX4O/0+Xqx+EYoLe3ChDk57cSieTj9XajKAY2PUZfbwXJpIOKigMIxaS6eg/JhJ2b9Dun4VhNDz+aexXndA7PEzpaj+H3LXoVR3RivGJBTgihAj8DNgDNwItCiPuklCOfth8A+qSUs4UQNwDfAd75Svf9aiDN4YtfH5kwJfObEiPjCzpHjtcWUkpMM4phJInHWwkEDhII7EKIckLhzUjppTf0BAdYiF1KekU+ezkLSNAhy9BlkguNJznb9iL38XYWspf/EP8OnJ3+S5PB9CU9AGw7e7MKboN4ibDb8cFp+tUnjyLO3AUfEVE5uv98aoxiikwvY9PF1RilVJmFzDMqeMDcTpcwQVgmbX3738wio4xmpQctolKvdvLO+Fo0qWJgYggTl7TTqvRSZuYTFynu5jkuSSwh7QbEb+Xb6aGAtyRWEhcJyswC7nQ8zcWJxezTmlmdnI0DG17ppE+E8UkXARFBIkmSwoFOCoMoCSqlnwalC7/0ECeJVzpJCgOPdKCmn72RdExADQWBoF+EcUqd42oXmlR5Qt9D6943YyIZUKJUG0UUmV4WGTPQ0RCI9L4NDAxsaCQxsGNDGTMZalA6MZGUmj401LS1k4YEUhiYSBwjDvgAUTw4EAhSGGjpkPZJjKGerc8COxoGJioKAyKKVzoRWYSxDgIU4EZBoKESSQfwsKFhpvvQUImSwIY6dKxSmARFBAVBpxLEb3rwSicObEgkAyKKRzpIYJAUKTSpDh2DkccqhYmW7rNLBHFLO3ZsxEmiYbXpE2G80omBSVCJokklfYYEARGhyixkn9pEnVnGY7aXWRRZwM7U1AKRnCzZouopGWzOJtPIacns06se1Uvf0fNpqI9wTnIu/c2VbGkfthe8MLGIp/S95JlOZprFhG01DCZ6BvAG8/CaRdjSQ/C1Sna2XEGNUQQItm55B1IKrkgsZ7t2lD4R5qxUDb3KAPmmm2a1hw4lwNxUOYe0tqFFkHiggpmmn5CIMdco55DWDFIlThI16qFPCXFs/4UkhcGiVBVRJYrddFBh+mnROnFH3Gy3HaPYzKNLCVJm+Kgzy4iIGDs0a/wOqVFlFpGIR5mRrKLBUU9ZrIrttmPkSQdBEWN1cjZdSpAuESQUta6vdcl5HFbb6VQC1MgCGkQfLukgMiLtUypl2RUmjq9DFXFisUJiYuJ3xqDQaiY0/KabXiWMHYU4JiLlQAhzqN8JmaIQN9h3Nvymh7ASHVNn+D4fOxYpRy6wCJIJ15hyNf2/NT7TzHZdKkP129rmZdnX6Gs+EsknEhnWXPX3W4trPT3VjGVwYaizo4543IlpalzCD7OM5fSyPniIYHx48aG/57WTQw6mRyO3GjgipTwGIIT4E/BWRi+bvRX4WvrzX4CfCiGElFmknzOUcH+AXm1YVbxbnUWjrZyKZBfZFt+MSXLN5DiDMU1MgTW1EAIpJYaZQhVWyF8x6EgsJSTChMwkTs1FChMzEcbpyCdmxLEJjbiZQCgqkVSUPDQC8V7iCBQEBiaFqpNwMoRMKmgCIvv246yuJGCD/YefYb5exoA0cTf2sX9ZHpW9CnHAc/g4YtchetbU4Q9CoKcN56ZdCF8eQZeC+0gb6oyZiNYOms5dRNUTL5LSNUwp0VIpnIEIMbeNWIETf1OQtgqVkp4Uhg76QOaLOma3o4kE4QInTYsqiKdc5C98CVnrYKlr19A7Zw3PYKDwW/EhnlIuZac6HOL6now9D3OJfAS1McWmA2dPUhO+rN1FM+V8Tft11jrdsoYi0TBpX9NFponfmcIFiSqi5kqKpBcFZZwgd0lyyZCAcFViBaZwg90yGX1rwloRX2TMsCqPzc+c/tkzTSsVgF3a+GDMis53KP4/NCq9rDVq6VcilErfUP3BOrWJ0lHd+dO+QX6ZTcKHWnN0m7GH3sXoyUh+OvHrXMOadNTGSjHSkyY1y8KbQKCjMfjK1LI812vMzL4VAtLtR+MdkWtsZJ+2EZ+1DJ/z5OjJ2lhKhyKHWIw+BsP9ORkdnc2GSqG0NGUFxuhjLhBD+3Wg4JCZtRMCMWr8JXJ4LFqW7R5ztKZycAxnG5a29ZqEpZ0qjK0B+28y7nc6yPa+zpQP1pjEdHJZKj/jDOsbjs9THnZwTXIFSYwhIXmuUY5PukiIFF7pZHZsOKqjmfosG7V1LBJbKFef4NLEOfiklyKhgQIbYucgKaUgfW0nkgsZEFEKpZeKxAiNXNqSepkxbDGwPpU96fYCI0PkmSzMSpSM63skK1KZLS0WhKsyt8uQZu5ExpPjzMIcvIdi1kKPiQTHmSHIDXTO5fxkNaS1hIHNL8B5F7zKo5o60yHIVQJNI743A2uy1ZFSpoQQAaAQ6J6G/Z82bv/Ft/hqOtHk75yXowTn8G+Rc/lQ4EtUzMzcRkj47Qe+RZ6m0BgN4XAZ2FwlaGqQFVeupXjmLEpn1Q3VP7bjRYqrZ+EtPHVRc6SUQ0JI0jARQDhuEIwlUcw4BjptnZ0c7Y1Tbo/hVQ1kMooS6+VAj4GZiLI4P05PXz9KXjlGKkX3gWcpKKnANtCMEQ0wR+/CiEdpyF9CoKeBencpi9Q4e/vC1OkdzKKN46pGXCq0uepIJk36TROhK2xxdXJ9sJ+kWoEiB1DNAX6d7+OciEarJtjnSLEwrtCuJunVVEpSKUoMg8qkSUCBvXYdAQQVa1K2JBKn0WZjTjjJHreOmoJFsRQBU6HTruCKSyqiJr15AiWkktCg1wshB1T1wMrDVq6eoBv0JNS1Sc45KNEzpxSclPEeAQznwhnB4JLBLCCOpdBIAoOvw5EGYyUPWw7ihSP2MlTeZTnxzvnbUxnH4wolcYWSGIoCZjH75haRsOkcmTtoJiYpKmqktOwIfn8rDEVQi+OnHxNBHwUUEOIh3sIfxM2Zf/gYNCPFxcfqccSCnNUnaIjbCGHjH6aXZ1k8YdtKBL/FRpl2F17tH1nrhVOXMWC8jU6SFNk/OaVxTQdnmkauPvVRimjHq/2NItNHXPqImZLGhEHVGGu/vVGTlJS4FcEch4o9fSVNZioGcCBmMD8ddvvpgRSz7ArVusLRmEGdo5T5RimNcZMKPZ+9MYN8VdCdkuSp0JuSrHBrNCVMZugK+6IGs+wKxxMms+0KmhC0JU36U5I+Q1KjKwyYEp8qMKUV3Twpwa8JWpMmKpCS1jabgEJN0JyQVOmCzpRknkOlNWFSoSv0pWDAkKSkgZZO2dWXkiQklNsEYdNarw4YksJ0GPUKm/V86TMkUdNKI64IyFMETkVQnzCp1RVakiYBQ6ILwTyHwv6YQZlNoS1hogmBTcACp0pKSvZHzbSRmjXeUpvgSMxEE9CSNCmzKfSmrHNjSEksPTcSWOmmBBAzrXGoQL5mHZtSm6DfkKSkVU66/6AhSUhJ3IQym4JdgZAhiUtwKBA0JIYEtyLwqYIKXWF/dHiGHZcSv6oQl5KkBF2AWxWE08GGNCFwKBA1JcWaQn3CBAkDpsSlgE+1zkWNrhAxJR5FcDhuUqIJVAERQ+JRYsx0eGhPmMQVCVNQjkw3mYLfTLZI2xtdwwzv38dtXxeqoiJeTZeRoEx3sDeapERTKbFZgq1d2tgeTrHCrRE1JU5FsC+SYLFrLQZraEl+hP64Tko1aYh9gqWe7eTLWQyuoO2JJPCqKjPtXpriKcrTkRvj5vC5CRjWPdeXSlJi0zEkuMbkKzsSS1FuUwiZ4FUsUdatCrqSSRyKRmvSxC6gxq7SlTQptik0xFPU2DU6kialNoXelEmfIYmbJgudaVNcU9KUMJmbfk70pUwKNOteSpgSXRG0p6/1sURMSW/KxK0ICjSFqCkxpXWfDvaRiZSUaEIMPVsA9kQNqmyC/BHtBsc9yIAh8Y7N4zZyPIbEroB6gvmnBp87003IkHgmGO9ERAw57hqYCoPnbLJ9D1svCPQzzFLtpvj5tCe6h6xGAt3hiRucYZxxwU6EELcAtwBUV49Xz76aXLRoMb07vQSEh3hgAe+5uIB/2wi/8n2DrwxGJhqDqYJz3U7sZfuRv5tFOG5An1X2yC9eoKxuDjd983Yadm6n4eUdbH/wXly+fG78j+/jKynN2KdhSoLRJEe6QhxsH+Bwe5AZhW7qOwO4RILwQD/Vkb20B6LUql2Ux45iT/TRi5dSLcIMsxmdFN3SR0C68YoIi5UGdCE4btPoVxSO6jYMBPsUhcfcTuYkkhQYJjFF8DevBzpgdTRGPChosGkEylSElEifwOE1iSmDN+pzaJWSQqORxw2Jq1DyICqeeB7euKQ0YeAKNTA/mSA/3+RAyEl7np0f+/OBCOnpCAAbPdYEQk9K9ukG3qiCNyFZtk9h30yVC7aYDDjh4m44u14yvKSnYU2NNMba1A9/H3zIZFgGPA0MrvdaXmTWWCKuEkBgqDpB70wKe/ZiqjbC7gq6CpfSUbYaxYhT0rUDKRQ6SldP0L9JyhbCVOIM+A4jldFSqMvVh5QqZWWHcbk6KC9soXyMT9NITAQDePmYmPrquGZKPr8/zuqeFBVRkxYkDkr4DT6+O061MxovcAcejpBgofZfLNM2Tli/J7mAQ5Gv02vYCBkppNbC0tM4AXy1BLmHWhZh1/K4pHR0rP9HG/ZjmkmWFl3Ots7taMpeYob1ILp4jE/33vbvpT8Jdmo15CkNfKAOQPLn+u+ky3QU2wykGUUarSAcIC0Tpl0IhFqMNDppB54XTpBRXhIquuIkZgwHkhBqGdJoRygFSLOfI2M0H7vT/+/K8FubMmybCoOmIjtRmcr9PnY/g8FId5zAvgY5kP7/0JjtL0+hL4BM4XwmYtAYb/eEtSwaTrDv6WTsvsce88EnkcNmsG5iF9pXhCTzRDSjaeUkk9HHmx9mi3YV187eRJEYtuTZ3/h/bI+P708TOik5bCZ4ZEx5i15CMNGNXXUTNYaX/vZoPqKp72OOuZazP72nl62TfB9k7DU4lfvnVLP31R7AG5zPLni1R2Dxj+Y7CCe7WZW2qKyZN9VQomcG0yHItQAzRnyvSm/LVKdZCKFhZYzpydSZlPK/wYppu3LlyjPKPmnd1e+Cq9+FH7ileTtULIONljYg2zqEKQTOmn1E0S0t2Jhf1Hm8ke998hOI9mND2yKBfu649QM0XPAxwrqXQ0eP0CvzKBb9zBNNrFIO4iaKW8QpJ8q71MyPxJiwhKwdLjuqC5o0jT2KJawlhM5uu0lVKsRxDUwxWmguTaXoUNWhPCRHdZ2ZiQTtmsb5gShqXPDWSIS1MoITkz5F4QWng326zjMuB4f1YZOdlBB0aJp1taUn091pq53d6UvwPhz4whK7HT5+n8H6vWfUqR8i5jaxhxWk0DAdKQzdzkBRJVpZF53RdSRclRSZ+wja5xGUJQTJoqqdJkzVTnvZOShICmxJpLudiClQ9TCNWuZpn8vVj02PUlJST1nZ1MK7S6CHIv6X97JVrJ20/o0HAqzpBmfLHlQ0ek0FzH6Eks9XHCk0I8leb92EfZTHe3lzx324jSgeLc6imp2ssSWy1m8I5XNv8yKMIV+FHw+V2e3m1MM8TwOvliB3IFiAXUlxyZg1IMOMEjV0tnRYK40pI3vkt2EkZqqeSFroH73onMBMjrh2ZGxUO2mM0DtLa1+mNEYJcQDSsCJZSrNvCuOZbl6dRZscJ48wT+05y/bWySTIpSbxiZJIQqkADjPOKOWdMWhfMba/7M82gP6EdU+NFOIAwqnAhO1y5DhTCSTs+PTsfq+/PLyaD8954ZSPYyDZy8hZ/Nyr33HK9zmdTIcg9yIwRwgxC0tguwG4cUyd+4D3YqWEvQ544rXmHzeOqhWjvmb7MaZUuJVfERcOvsBt48tTyVFCXLmzjv5EJ1FjgE8e+2dme3onNCWJY+NluxNVpvhffwlhVyGPy34cQiMmJ7f9E0W1+BNBkJL8YBvXpwp4e8dBHJgkgYCqoEr4rc/Lr/Mt04/NPsvU6ikcgH/C/vNDkgEnzGuWOBNw2UuSZcdO7alPKYKUTaHf6SCqa7TnuZF2L257MZqi43SWUuyoRNcKkYYdmzQIaF56UiaOtGnPSZF2Gelk+YT5hU6UIk2gAnYFFrmgRemlUenmsNY2ql4msU1VE9jtYZaveICpWn/IlAZHFrF5fwW/u/JdxOwTJ2HLG+jnsqfvxRGPUtbVMvQ4bE7/H1XshFU3f6yaOL7RzY2WfbrHCI9aGKlx97Kh/AieDELcxvY6OqIe2mOTOCebp/dxI14lQU6zO3F4LD+mgaSON33M7C4P0YHRx08oCtLMPs684lKCXR0kTGsW2mqUUz57Hna3m6oFi9nz5GP0d7RRveRsCqtm0LTnZfo72kklrBfzzKXL0HSdo9u2UlBeSV9bS3qMdlLxOOfd8B6a9++hdsVq+lpbcOX5ePbu37PgvAuxu914/EX0t7dhdzkJ9fbSevgAXn8RpmlgGgauPB/z1q7n4PObqZy7gO6m46iahjMvj2gwiGa3Uz57Hu1HD5FKJPEWFWMkE/R3tOHyFbD4wkvpOHaYjXf8nLLZc8kvLaej/iiLL7yUrX+7m0UXXsL8tRdgplIIRaGnuZHCGTPpbqzH5ctHKCqV8xfSfvgghTOtlXu5AAAgAElEQVSqiQ4MEA0G6G1poqP+KCvfcg2x0ACx0AD97W0UVFRR/9KLLN3wZlx5PnpamsA0yS+vpOPYYfpaW9BdLuadez7xSJj+jjaa9+3h3HfcSDQQIJVM0rR3F7rLTSISoW7lGpASiaTt0AFcefkUVFQSC4dIxeNEAv14/IXkFZfQ1VBPqL8Xm92BarNRWDmD3tZmCitn0N10HLvLTeGMajRdJxWPI1SVg89usn6nEFQuWERPcyN5RSWEenvQ7HZsdjumYdJyYC+ls+pw+wuJDQTxFBaRjMVweDx0Nx4nlUhQVD2TWChEqLfHOrcFfoLdXSRjUdz5fpxeL8l4HIfHS7i/l9aD+6lbsYZ4JEzbkYNULz6bRDRCtLMR/nzRtN83k5HJRy5lc433EU3TEsnjll/8lhfu/T+crS/BiCAtl3/sM3R2DbDkog20HjrAjEVLUVSFo9u2UrVwCUII3PkFxMIhdKeTge5uPP5CnvnTnay86u089JPvcekHP4bHX4hqs7HjHw8wa9lKWg/tZ97a8zFTKboa6jm09Vkuft+HiUcipBJx2o8epnb5KpCSrsYGfCWl2F1uwv19OPPyMJJJWg7so6xuLg6PtdKaTMTRbDqpZAJV04iFQhx4dhMzl56Nv7wSwzCIhQZw+/IxTZNUIsFATxe+klIUVaO76fiQ64iRSpKIxXC43KQSCZLxGE5vHolYFCOVQtU0FE1DGgZCVbHp1sSn49gRSmbVIYQgGY+h6XakNBFCGXIRGZxOxiNhYqEQDrcHiUSaJqHeniFXFSklTo8XoUwshCfjMWzp9540zXH1R7qnjCxPJZOYRgohBJpuH/ajB0zTIBYK4crzjdoWD4eHjoPucGKaxtBvG/y9gz76IsNLPJmIo2rWVF5Rxpv7Dh6bwT5SyQSaTbd8+0f6+gOpRIJIMEBeUbH1nE0ZaLqedd8jf4eRSg2ds8H9phLxoeM4djzSNKG/kaaXNjHj2U9k7PdN3/wt/Ca7D+d08a5v/ZCSWXVwWz7xggUUlFWc8n1OJ2I65CkhxBXAD7HWnX4tpfyGEOLrwDYp5X1CCAdwF7AM6AVuGAyOMhErV66U27Zte8XjO5X0hhMI4G8/uZn3xx4cV36/bS0fWvstAL7wy69nWHVTGJk19J2zPk/MCLOx9S7eVL6Hancv6qBZxtpb2UgEXbHxq2gDocQAR0LZDYwUobC4cDFFkX5WGwo3HdhEML+WvP5jxP1rsPduJYl10kzgJYed/brO9wpPXHVhT0hK++GDjxjMb568/lRo87lJqgqdeW4CLjt6yiBs15ECZPqh4q+owunLp6+pmeKCGvLzyulp6sF0r8ZM2klJy8cjJqdVtpoSC9eXEB0IIxx7SGj3odoHUG1RQKA6AgglhRYrwDFQQ0F0HZ7DVmCPtBswDUonDWoX9Womr7pMSGx6lNLiBmbVbZ+0drjDQaTLSf+RPCI9DmRKoS/Pz53XfozEBMJbSVcrFz/3EFVtDRMGMO+15RNSPfy9/C0TjuOTkYeoqSqldFYd/soZBLs66W9rYXVRE/l7fpW576v/hOryYa9aSri/D19pGdGBAK48H4qqEertweMvxDQMhBCkQt3ot8/N2Nd08vh6a8IQayvmysP7T/n+xvG1gPWi3HsvsuwslJ9a4f35f/Xg8hMLW5Oc0W184/oYi+xvRLiKQJ84yMZESCmR0sw42ciRY0okIvDN8lPWfav0szb+03Hb99rfh1uM1hz8sejd/FP3XePqht/1EO6ZK8CWfoZ+eybERuSVTN+LOXLkSDP2HZSm71+6KPhu8WnYf/qdF2wD3Q2OMzNqpRBiu5Ry5djt0+IjJ6V8CHhozLavjPgcA15busop4nePN5HIRibTypEo6XDGDtXNVTM+AkBjKsl3z/89CaGwrf0BDJnZtGRx4WLm+edxQVLglbDyqR8Qd8/FfuyBoTqbnQ7mDzSw067zuDzIb2edmA+ikJLz9fN550NJvAf24AiduElH3O2la/4cookYx2QUQ53c6bWouoZzLrgE3enFpnk5uhWOH7NMxCJR6w8bdISsP1QgBicrupkiSdTdgpAqpprAXZ5Cd+p4fW4WL15EKBRixQpLI6unTUgTiW76AzsZ6D9Ib+Bpwn1BGl8IEO/0IXtKmZN3Mfl6McWOGRn32ar08Wf7E0hxImOWVObvhN4Bai88Pmntjh2FBBtKCXeB4s2nPaaimwk2rrmS+rdnz5my1Ovk5wtmUma34dFU4Gy4/orMI5KSx/Z1cMtd2QXJH//TMsp9DlbVDE5mrkwPcB94SuF3/wqde8fmj7a4/k6oWo0/b3gyN7h67PUPBwgaXIEdXKm02aZ+n04HmVbwT9u+hYDFb0eMDNWuWuricULcVPvMf+X+ykIIxCQh23PkmBCbE9Z9iqdffI4LEqfe5GoipJ45VYHbkzcsxAHIMVpv9UTyAubI8Qbgnb+HSA/cPzogmXqSgVvGck/dp7jm6BQiZOadukWiU8kZF+zkNUvW602OqJKp0vBDXs0Qzthm2Njc8eKobfMK5vHhsz7MHHclNc5SePTLGBGQB/6BFjowtNddxnGe8BdwULfRrqk02yZ/gby5+gqK7SXMC6wksGc/8+6+h5juobhnULvw1MQdzJiFVldLd2kB0dZmDna1ELGPmUSnAqCAr7QCl9dH7fJVNB/Yy5KLL8PhraLtqMnxPT10N1n+NKEB2Dokj55YNCFfiZOqhfkk7X20t3UQNyI0dx8FYaIYOqZqaUhLS0vp6OigoqKCVatWYRiFLFu2DFW1Jp6RYIBgZwf7Nj+JarPxkx9+Y9R+VKHhsxVR6qxhqf9WIB1d0onlNZrGxKRN6eeo0s6hMaaRE3HMV8gRfykeJciVzidY7M/mUm6h68WsXPFXnM5KAI52hdiZauEnXUfADVJXiF+U/aH19pJ8vlhXQbFNwzEFYbtrIM7De9v5t3v3ZCyv9ru47+PryHeNuBZSCeg9aglviga/ODdjWwCu+w0sviZ7+SQI7fQKcqeV+VfBgQfGbx+ZsFh9Hf/+HG8chIANt3Fox62nRJDLFuzk+sRXeJ/2CNepm4a2GdkEMmXMe7z6XDj8SPbyHDne6CxIW+2MEeQ0ZXoEuVr3yVuSvBbIPVGmialZqGa/KIsdM6h2Zw/hs6xkGT+95Ke4NBfaQDvcPlqDomKZ6y+ZVc2bQ2GedToIqhOvfs8tmMs3Vn+TVKOT/uNxDr3QjvfvW6hqeZL8wB1D9bxZ2jtXrsR13bV0F/r4x0+/P1zQ12D9AaSFOIc3j9kr17D4ossY6InhLayi5dAAiqqw9b5jQAkdv0sC9ROOeSQL15XjLnAwc3EhJdVeEBAIBDhw4ADbt2+nq6uLLuDIgdHtFFXhrLOWoWkaK1asQMai5OXn03HsCIdfeI4nvv1vADw9wb5LHNUUOapYUnD+hGNMkmKf2syLtqkFFQH4w+oNDDjdqDLFZd4+ruQhzh8Yb8Izktl1n8fnW4Hbu4x9rUGCsSTffKSDR/ftpyNoaWZStV5Sb6rM2seTq+axwOPMWp6J/3z4AD9/KvNvqyl08eTnLhxvWx8LwGNfhe2TRLwsmgvvf2R6zJBOsyCjq6c2cfEgvdKL/4Y/ZDZNGan9UqaoBSg69eanOXK8Uoq9Diuo8Wlir5zFfyRvGiXIufQszutjBbXLvwXz3gxbfg7dh0B9FfIn5MjxGkSdJkHOY39933M5Qe4UM3KFL7NGzuLi8rHxYYbZtP7HFBTUwYu/gce+MqrMAO7zuAkrCv/pt+KI/8OT2eQD4PyCi7is6yZcws3hhzp5/MEmfIFjrNh5OxPoQ3CvX0+4uhL7hkvZ+/xmgl0dtB85BH+8Y1zdhedfRPlcy2HU5irHZnfw8C/34ikq5t7bB336Jo9St7LMSWGNF8fyMvw1Xlx542/GcDjMo48+St8TfYRCIXp7e8fVWb16Nc5kHCIhDj29kVhogCN7rdXcA3dOPIZ8vYR5vlXUeCbOazaSl2z1NPkCdIUyBmYdxcb5KzhaUokcoT35+kw7dS0fgmRb5gRzgGFbwdPdX+bl5iC7WwZNXNuB4ZxqUhWgClJz8zBmZRbHT1R4k1Jy365W/rK9mc2Hx6eBtGsK//uhc1gxc4SfZXwANn3PEu7nXAZ//9jEO1n3KbjoSzCdWrTTvAquqyeZZPAESQ6Gw3v/ozDQOrpwpAA9kXP/7Ests5b33Jcz+8rxmsCln5rrNJtGDqyUKyOZ6fbAR5+DUAfc9fbhAjHmXiuss/7mvgn6mya+F3PkyDGENk33yuvaIoecIHdamSjqz0QU/O5tGbc/7HbxE28RjRPMw68WN1F4vI5El6Cyq4+oswB3w09JaT4ubnw8azv32nMp+OIXaWxuINTbw0N/vgt2t8Du0eYs1YuXsujCDWg2G3PPOY+elhDBnhith/p49p4mrNg2Fjs3Zg7McpZfp6DKQ4nfiXdlKfZZPsQY22jDsHwDrYAJkscff5xnn312VB1N05g/dy7Rni60rlai3R0M9HSzf//UAuYIBG4tn7P8F1DlnjelNgXXziFZrbN93y42Pz1ChxcaX/fuFRehSEm3d0ziLin5VkU7a9lCc8tdWRM6fe7p2wgk8jDloKZl/PGUgPRoGDUejMrMAv1kwptpSnrCCTYf7uK/Nx3jQHsWaXIEn90wl1svmTN6Y8t2OP48PPql4W377h1dZ90nYf8DcM5HYeUHTt0k5yTvvZPn9PjIORzp81i9ZnzhVH/zP/3JMil4nb/scryOGCssnQbkmLxxNt0BpRl8i7NZEORVWH85cuSYEpkUcgmpoosTS0OiTLRAuf7/neCozjxygtxpJJtGrkDPnPg7EwngfpeHr5VmflmsDy7HY7j55/f/K3//7xfhkJeq9q14B45T2fZsxjaDlH7xixS86yaEomAaBk/+7r/Z+cjoSJw2u4PFF22gtHY289ddgKKqxCMpGl7u5mcfeWLS8S9zqbgdKtUrS3Es8KMVONBKLfvlo0ePknRFaNp2EFVVqa+vp729nZ6ezJotkUzgig7gs6kMNFjpU1t2T54GVXOkKF7Si91rUuYvZOb2L0/aBlWQd3Ud3XbBwTKdnzzxNPNaG/A9mFkYHrA7eXL+cgbsLgac7qFQv4M2uGU2jS+676Gw73dWg5bhcP2DPHjsUjY2XshAwjNuEgFgujUS503t2rlrySw2FI03v4unDKSElCn517++zAMvT91v7+c3Leec2kIr4I+Rgh8vt3zepsLFX4bVt4DDBxu+PuV9vlYQZA/rf0DOwKPEqZJTjUaanTxPNsPnEyCnhcvxGkN7FQS5sRo5XU8HNBkci6cUPrYFnK+tZMI5cpxxXPdrKKjJnG4BDf0Ec4AqamZR5/m3PcS5Z687qSGeSeQEudNIJkFuge9clvrXT9r2oM3GH1pK+MdKnZg6+iJePbAYU0hua/ooIv3vhY/fQ2X788xp3o2WJYdWv8/HtosuYPnacxhobuBYfzs9X/gUiWiEQEc7mrBR7qwjKkIsWXspBakq/FUVBBoH6N0l+Z8/byI5QbqsAhU8jhAzFTf9tj68JT4GFkDIpfGzp/9M6uWpm58p0TC2YC+2/u5xSWGz6YuqL2zFnh/H4Y+jqBKhgBbzk9d2LsWH3wHdZHXJkwLufvcsft7cSUIYOJIJShq2syGt3Vudoc2uyjrU5atZV+ijWlN5t0dQTBdNBz9NOHx4WEkjsSTyMZko2sIl/Neu99EcGvZjkwACzEI7i9dWsiM+dd+rH8yfwVXF+eRp430lY0mDZw5388E7p6atPH9OET+6YRm/33Kc8+YUsXxGPhhJSzh98Q548LMTd1B3CSy+Flq2wSVfBWf+xPVf42RKIDyIRKBMUxpNYZs4x1+OHK9HzNOcFxLGm13qY/1u7Hm5tAI5crwShGJFeV18bdYqSTTgxHzQ7Vl85OynyET7dJMT5E4j5a5ajof2j8olV+yomqCFxbHYPXyq4ls0V3XAiJWIm7qu4MbuK1BQOK50sUU7zDmBQoxwJwte+GXW/vYuWkhLZSV9fuul89TGR3F0WGZ6hfZKnIqLpeXXUeFIJ/KUEvMIPBRIInYdzzpFVYAKZ4wiV4wj9k76U1EOKQFeGqzQj5USfgJmzpzJihUriPT3cezxh2g7sHfS4+OrDeKfE8BbGUZoEiHA5ZpFJBykXL8B+5E52A/WjmsXJ0kKExd2npvrYovaQEMiwlktaa3S3fDuSfb96U9/Gp/Ph5QGsVg7L+++hVRLkFi8lR5gMi+59nAx/77lc8SMYVNHxaVRtmEGLk1lTyg6tD2bEPf9eTPQFcGegShz3Q7eUVaAnsFEMRxP0dAT5sofPzPJqGDnVzbgc9rGrYh94pI5EO2H/6yF6Hh/xFHMXAcXfB5qzoPB3GHLbpp03691ykrfhpkIAndnLFeEsExGpmMuGu6ahk5y5HitcfoFubEaOcWWnhzmVULpErj4Sxla5ciRY8p89tD4dB1jSJ5EChunI7Mg59ZfH+4EOUFumpjISXqQlUWXU+6s45nOe0a0m/yFpKOzIXAOvyn5OwDeeD7fOPQp5mglQ3Ue018GYPFj3886kl5/AZvWrydut4/ynzH8ZVw++634Wkf7VCVMycG4ybH48I01crS6t52ahfnMvXghhw8f4bnnnqPDTNc1Yaw1oK7rqKrKvHnz6O/v59KLLiS/wM+hZ5/C6c3jkf/6EQTaeOzhv054PLwzQtRsaEaVOpX6Tdj8Xux/WgaHJmw2RIQ4D3oPE0h2DG9sBB9w1iRtr7zySsrLk0Qij9PU/Ft27vo7dnuppXGbhB/v+BANgWoSpk4sZT1YFpTn88hnlqO5bfympZufNlrmdsdiYxPHW7hUhdvnz2CGXafcYaNEt6Gmz+U7ysbXj6cMLv/hZuq7M6dtWFrlw+e0saA8j89dNg9dy2CyJCUEmuCHSyb+gUXz4CObQXt9R4iajKqqd9HX86es5coIE9tXTKhj4vJVHxwdvTJHjtcB0xWW/EQY+44vL0wnDXbkwUcnXxzLkSPHJHgmT/6dPAmxxeXOnOC7wnNyeVXPNHKC3DQxUVwB28u9iEAScJGnF44pndqETkiF+Q1eFjZ4eUveuyhzliBTcWSsn8TRx2GN5SvVUllJUXc3jhHaG0NReOKSi4m4XMQdw6ZYb4uvwpCS++3beKmrntXmQvZFTVqTEqdNIZrBbtJZcoCSJX/D5u5Ec1gRPZ57bhYHD543VMfn85HnsIOisGb1auwuF4EjB2g5sI9gVyv2Zo3A1uf48z/+Mq7/3taWoc+KblA4vx9pCGpXzKQwbzZ5j28g/6YaAnc1IRMTr9zESfKkbQ+LjGqeKXHylD/KqmM7rcJk9narV6/GMAwcDge1tSUIsZXu7qcYCG0lOHAXwRG2nKlUkFQqOPQ9YhTzQutcXmhfhssWpTNSTHu4BENat9ot62t5x/pZ/OB4O3mayu9ae1jz8sRC4NOr51Pj1LFPEggkEEkiFHhifyf37GihJxRnb2swY91N/3IRdptCad4kpnl7/grbfwv1myau9+m94Jtcu/x656IL96MoOv0i+2KERKAI+cqVCtf+D9RMnP6CK78/cXmOHK9BTpWHnJQTRa0cvVeH/cRSteTIkeOVkxTaCb07E6s+gj77ooxlztdJWoKcIDdNTHRdqW3D5nEKo1fH5RRX5it6HZxTb5lCCnuY2OE/kerYjQx30VVcBFiC3LPnn4c7FOKqBx7kaG0tu5cuIWmzYaoqSBCmipbyYCoJuiIuDsUlxawnCGwcYbY5VoiLe+upO+t+PBW7x42tpLSeWbPew/LlN/Di/few5e7f058ue+SJ8YmKO+uzB8RwlCYov7KYamlnhvZ+jJdVzM4UbB6u0/8/x8e1O1LaQzgVJ+BVaXTZiB3bMVTWrPZCP6zqH92mqKoKB6CqKldeeSV+v59UKklT8w9RVTf19T+iYfyuhsj3raI/YCVrf7LpPP5y6C2jTCQBFpTncffHV5Lv0dnYG+TDe4/z4xcPZOoOgHN8bq4uyefmyiJLczMFDFPy2L52PvL7l7LW+cQlc7h0QQlLKn2TR0+VEh75Emz5WfY6/3IUgi1QunjYbDIHimKZakx0Xwtxkj5yy98D+TPhiX+3vi+57mSGmCPHa56VM/NhgmfzqWCsaeXpzk2ZI0eOESl3pkAPXgqv/E7Wcs2WE+RyjCTLvEyOmTSLMdG2pmJaCVAUcBCMxFnd2IMe/9GQQqmrqIgnLrlkVN2wx4Pn6p+zzWWFw8/rW4ipJHBGR4c+PpRl33G9l7iji5RtAFNN4HR3UVTcOEqIi3Q5yHe8g8KyhWz63/8i3H43z2bxCcpGyVk9VJzTiRqvJdLzfmoPVOFJAU9a5UkkMD4gipmOCHh8fgzf2RXcc+9fYTCVWmYLwlF85jOfIS/PUrVLaVDf8DMCgTvYved/Jmy3ePFPcDln0tAT4ZN/CXOsO4ym3IBTizGQGI4eeM3ySq5ZVsk2JcW3GztYseNg1j6/VFvOM30hvlRXzlKva/LBj+BHGw9z+8aJ7UnPmpHPvR9bO/XUFw9/MbsAd/2dMPfyYdNJd9EJjPaNhVOZONjJSanjlr4TqlYPC3I5crxBcZ2iGAUT3ZXjBbnXR6CEHDleS6ROQGyZ1OXpdXIP5wS504xykoLcrM5eKg6PCVBvc2FeeRXEo+Pqt+a50ENFuAdq0IzsAoLNrrLuutlEBxI8teceQpHxMSBXrHoAKaH52VKchTGanh4UCLel/8b3750RAgk1G1qIdDpwlcTQVBU9XEHNltusSkHg0cl/u+uKWfjOKsbUYcfePTz0wP1WQQMZc64lbTq2ZIKr3/cBFlaU47CNvswDgR288OLXCIR7UMzs4fYryq/H611ERcWNXPqDTXj3aexqHr3DlGljIGFj3exC7njPSjYHw4QMk+v2ZV4urnboPL5qHt4RkSRvnTm1FAKmKbnz+Qa+dv++rHU+d9lcPn7xnKzlGTn+HPzmzdnLL/43WPE+cI81C36NcdXtBPc+Sl79Pyav+wop8GQ/B4oAXRGZ1ihGI1SQIyK0KrbhXG/+8cF7cuR4w5A6sah1r5QtX7iEcDwJPx+xUX19rObnyPFaIiks6zJTpl0UJmDc4stYlJwgl2MEYzVvU243RRMrOSLkvuKbgfPcW3GvmUNgVj88/PC4+tuaw/hYOG67qSRweRzULinloncvGFVWtPBajh49yubNm5k9ezbhlqOEXnqRnfsXjOtnkMKqanqaG3F4PBSvOIw9L467PDrsMyghv1il+OAH8HQtQ01lFyqTKmxcU8j37TGqIpI9+SolwT6qj25m5RPZtVpxzUZs7UV8/6JzEWROvN4f2E5z8+/p6LhvaNtYP4s/HriGpbOvJp6Ms2r2Ul7sjfD7h49zqCPzxP+2qxfx3rU1fPlwM3c0dzPr2T3j6pzldfKtuVUs8biwvQIH/eeOdnPjr7ZmLPvrR9eyoNyLSz/B27l+E/zuLdnLP3MA8spPrM8zmZXvJ6DOOC2CnK6Nz9k3iNep45Xa5ILc2lshGYXDj0Jf/bAJ6y1PgW/GdA01R47XHqnYad1dmc8BOOCK78FDn7M2uicPzJAjR47pJSEt4ctETJjmB0AdGejryu/D1l9C9wgrppxGLsdoTi5ygZwgcfAozBT+j32bRKMbodnxrK8i/4pZHNmaeXI/lqQtSNjTQNLez4233kph4XjtSk1NDQ2bNrLEKRBNR+jYmTnH2Jzza0gECrjqU5/H4R6O+tPaejednf+gr38rnq6VKGEHpQcyB/CXwGNlGrctdjAv38XvF8+iyqFzczLJnEOHeW7bS5y360jGtvvLZuL0F3L1onmsrK2h2pl5ZTSZ7OPZ5y7EMEJZj0t9oJo7dr+b9oilFdvYmA4OsvnFjPU/s2EuN62p5vlwhEd6g3z+yZ1Z+z66fglu9eT8x5KGybvu2MrW+swh/n/1npVcuqBk6iaTYAkFP14GV/0QXIXZhbiPPg/hzteXEJfmhI7XK2GCEMoleQ5E/xQSmioaXPGf8IgNnv/pcKLhimXTNMgcOV6jpDJH9X2lTGqKtfpD0LoDdv7BeobmyJHjtBKXllWKgYI22fx55Pt+1QdhyfVw7Em4+z3WtpxGLsdIpjI9tMwox9acmgBoX3A1yVYQ6TOmemzUv9zNke2dE7YL5O/DUKMYNst57FOfuorjx/+VgoJfoCgaUkpCvT08/Isf0rg7u1BSdV4b9oIE8xZ9gjlLbkDTvOPqVFRcj6/9AgZ2NJLqyLxi6rmgis8Ge3mwZFjAuaakgCJdY9u2bTzwwPjgKIM0zZzDt258B0W6bcJAIN09T7Fr1wcylj3a8XU2HYnRFrZi9X/hzfP5zxvy2NXUz8YDnexq6h/X5qY11aysKeDixWXMe2YP33xxf8a+fZrKn8+qo9qp47ed3K0VTRgs+Mp4Desgf7rlHM6pPckJxG+ugIE2+OM7x5e99wErGWflCrA5IIM29/WAOknkz9OBADDT6jhvBZjJzPngBlcLL70Nll4PhXWna4g5cuTIxlt+BJf9B5wBz5IcOd5oDAY7GRtFNhPjFmYcebDwrcPfXyf3cE6QmyamkkcOMohxJxG9LmxI9m3r5PChfiKuPsiQIiOQv4eEvQ/G2BDv3ftpYvFWDm17EMUs5P7bv511P3MuKcQ165lRaagWLPvQuHrSkPTff5Twlsz+Zs4lRfiuqmW3MNg4EOHBQ4GhsrfLKMm//5mv92ROnf3hD3+YwsJC9EkSN/b1v8ju3R8jmRyvwbLbyyis+CJv/uWwIP2Nty9mVqGbtbOtgB3r5xZz6yVzkFLSGoixuznA5YvLiCYNHusb4Ja9DfBM97i+31aSz3y3g49Xl550biPTlBzqHOD2xw7xyN7xecE+cfFs3r68illF7gytp0j9JmjNECYyLfMAACAASURBVNXylqfeUBoe20kK2CfMRElNhQKDptL/9EeoOBu+NsIUU7XD5d+Cs29Mf9egfLIMhzlyvIFY9wno3Eugfju+qUS4mk5UG7j8p3efOXLkACA1JMhNPt+S4vUhqE1GTpA7xYyU06yPoy++qQY7ATClZFfUoFdVCR1Ka45E5gljwjFGoJESW18nqaQV7/LgoS/Tf8wLDL+QzrvhPcxftx5vYTFPbToLKUdrnsrK3jb0OXaoj9CWNmL7MgtgqIKSj52NVuREsVs33o2bd9OXMigIB/GHg2zYb5luju3hc5/7HJ4pJmrcsfNmens3j9vu8y2ntvYz+AvO5UhniEt/8DSDx74sz8G1y6tw2MabPQohqMx3YnNqlE1gNvng8jms8L0CwQpLiD/SGWLD7ZlztD3+2QuoK36FCStfuhPuuzVz2Zc733DJu23qaXqwT7RAI9RhjVymEOY2J6zKrFHOkSMHkFcB772f/q/OwydOjSB37fIq/vpS8+QVc+TIcdow0oKcMaVskqfJleJVJifInVZGT+5qPIvx2PKn3HrAhMbE6JD8s1cVs+tAQ5bdmWCaOJuOYEsGqbuikZRpRbj0VETwVETo3uvnvd/7GUUzZg41i8c7kXJ0JMw1qx/CZa8j0TRA588yCzj+G+ej5tuxV49WEd7X2sUfXtqNPxzlwuYjlA70jSr3+Xxcf/31lJSUYLNNbrMciTQQj3fw0o4bx5XNmfNlZlTdPOQL1R6I8cunh/PW/e79qzmn1o9dy+679lBXP+/f0zBu+1/OrqPSrjPLdfLCj5SScMJg8VcfyVrn1zev5OL5U4tkOY6+Bvj5WkhOMLlZegNc88uT6/81jm2C8z6tTKaRM9IJRDIJcm8w4TpHjpNFnKRvejYGLWtqV5Xy/zbMywlyOXKcYQze8VMyrTxdPvGvMjlBbpqYumnlcL01xVee0D62hIYFuPLZPuZd7uCxjY9lrOs+uhtT09HS6QT0/CSe8vFpCj71h3tRtdGXQTTaiC1cimLq2MJlRIp2Y0uU0PadrcgxicLVPB3flbW4zrIieCUSCTo6Oqivr0cIwY6dO2ns6WVBIk6m2JfXXXcdixYtmjAIhWHE2bHzPQQCmYOvLFp4Oy53LXnexaO2h+MpzvnW40Pfv/qWhZw/uwglbQKZMiUhw+Cf9zXy+doyLts2PifbeysK+WJtOVFTUmY/ccdYKSUvNwd468+enbBeidfOPR9bS1XBieWSA+DQI1YC757D2es48uGtP4M/3wTL3nXi+3idoJ8uQW6iCaYyIq3AoB/cZ/ZDpAf+6zxYcfMpH12OHK8HpleMAxRILPOzfmnZG2QtP0eO1whn3Qg2B2Lby8AUTSunpLV77ZMT5E4jr/Sl8yafjb/3J1l2WTXnvq2O275+W9a6SiKOkhjOtaOomfeujImquPfBLxHv7KX24HdGbe96YnRofa3ESclHz0ZxDl9C8Xic7373u6RSo+OqZ/Juu/nmm/H7/UOJuQcJBHfR3HQnwYH/3959x7dV3f8ffx3Jlrwdbzu2s51JwsgggRD2XgVKaYFSWiiULqC0BcqvmxZayrctpQO66GSUslr2LFBKQgiQkL33jmPH25bO7w/JQ5ZkS5ZkW/b7+Xj4Yd1zj+49tnSl+7nn3M9ZSkPDhrB/X7uTT1ofsryxxcMNDwf2HF55zBj+sbuaJo+Xp/fW8J/qzjnzXj5QG7SN/x49mfEZaQCETyYf7NllO9mwr55fvrqOhpaesxOOzE3jv7ec1Ldsim/+DF76dvj1sz4DK56ELyzqnLz7OzXh6w8D/ZbspMehlV3a0N4jlzPS93Pt61A4KbFtExkiEtEj98hph3F0bhbV9f07V52I9OC02yGzAPeSk8ELXiK4KKseOYlGuLdL0PvIX2D6eKWg6sgi5l0wHtvT0C2gftw0Mresw+V1UJw2Ck/6VmBjUD2Pp46UlGw8dS3UPLOR3CVnhN3mCudWSitG0jA5lQONe1hy953ceuutWGu5/fbbI2r/nEuv4ISxo8jwJ53weBrZtOlXFBadgtfTFHK4ZLuUlBxKSs6jovwympq2U1BwQsh6dc1tAUMXv3nBNG5rOEjZax9E1MZvjh/J5yuLIg6u2hPWrN59iPPv/S/NbaFfm+nluVyzYBznzPCl9e9zKvy/fhTWhe6JBeDC30LVaZA+As75ad/2MUSZ/rr5uafj8+hrYZP/vs7uQyuV1ERkQM3P82VkNuqTExk8/POoZqY6oDnCUXAmTLDnyoaWQ6HXJSEFcnES7XXBvp7EuzIW8cSPH2PDkndgyqyw9bzudEqLZ3G8ez4A9fnL2ca7QfU2/vgx0mvH9bjPNc4dNNLKO6nrYPca6JJY8fvf/35Q/QkTJlA4aQrvrFrNc65c1heXk+JpY1zdZj5XkUfToUUcbNrOylW3dDxn0+Zf9diGiRO/Q2VF55x0WVkTQ9Z74L8b+fa/VuAZk0XbpFxSLNzWEDylAMAnyvL58qgSPFgyHA7K3Kmsb2xmgr8Xrje7apq449mVPPn+jh7rffa4sdx2dhzS+S/5Czz1xdDrPvYX36TRs68GV2xJWIa0frtCF/oTof7GjWTm5kPBBNi/Tq+VSAzi3SMXSn5mzxmTRaQf+G9DaP8G90ZwUTbDFSbEuWFpz6NmkkxMgZwxJh94GBgDbAI+Zq2tDlHPAyzzL26x1p4Xy36TSbirBn3tkVvy7yciznRZkjEWPHCoeDEN+aHnPtsy93uMfeMuXI1FHWVN2Zs5MO4ZUid/jVdeeoVD9ZFdubjxxhsxxpCdne3r/arwBS/j7DoWOF7h1JznWf52z9uoqPgUE6u+iTGG1tZawEtqhAlh/r27mltqD8Dp5R1lbV3+/XNyM/nV1NG4jKE4zP1ukQRx6/fWcfLd/wm7/meXHEFVSRZVxdm4UmLsAfK0we1FoXt4jrgMTv9B50TREoGBnRDc2Z418/J/ws6l/jn7RKRPQk3NGtPmOjdWmOXi+pOr+OjMivjtQET6xtEeyPnOfyO5Ry47PcxFmCE2fUisPXK3AC9ba+80xtziX745RL1Ga+0RMe5rSDAdv/v27ZPqcNPibYqoW3mDYw8HTT15R9zbY73Ma9201G5kzbbvYr3gcLrZtPFatjz5ZNjntDhTaHU6mVCQz7XXXhuwbm9LK0V2NxbDddzDZEIHke2mT/8VblcRublHBZSnpoaYIK8bj7Wsb2hmwaJVvoK04K7052ZOpDwtlSJX9MlK2h2ob6HV4+XoH74cts4V80bzvfMPC7s+Kk21cGdl6HXTLoCLH4jPfoab/uqRC3O1z7TPNZg3xvcjIn3mSjHQ810GfWaM4cZTQ4/8EJF+5vCHK9H0pGkeuYicD5zgf/wn4DVCB3JDXiSBVdeetGiHVi7Z/yJHFZyK25lBi7cJIph8eofzADs4wHG91Gts2kKT3QXAe++dTVtbKc3NQR2rHdLy8vnnmOnszclj14mB8fnuhgM8vms3P+PzvbZv8qTbKS//RK/1QvFay/yFq9jQGHxD+qdHFnDDmFJK+pBlsrsHF21h/Z46fvdm8P2FAP/52gkUZ6eR7opDNsS2Znjhm/DBQ9AcIinJ6XfAvN7/r9KDAb5Hzunor6yZIkNfYaYL4niry9AZbCUyxPgTlbWf+UaUkVKBXERKrLU7/Y93AeEmv0ozxizGNwHandbaJ2Lc76ATeVhmwLij6pE71HqA+jZfVsWzKj7L23v/zaQrz+SfL78WbTNDamjYSHPzbpqbM6ivzwdawtbNPPwo7h4xqmO5xevF1SUT4LPvfJoqz4ehntq5jcwq5h79XJ/aaq3l2+t2cP+2vUHr3K/s4OnPHcth5dHkmAzm8VpqGltZvqOGWx9bFrLOOTPK+MnFh4ecVDxq1sK/roclfwq9/pyfwdTzh9xwgIEx0EMrFciJxItT+UhEhpVIby3yGR4fEL0GcsaYl4DSEKtu67pgrbXGmHD/4dHW2u3GmHHAK8aYZdbakHnjjTHXANcAjBo1KlSVQSnSt5YBfyDXGlH9N3c/xr6m7eS4Ok/iZ089lxGHTYdeArmcnD3k5O4Ou76g4ERqaz/gYM1itm6xrFx5Uch6WVlZzJkzB09RKR9m5MKGnR3rDrZ6KHb7Ajmvt4XKMEHcyLKPkV+wgJLiM3tscyjNXi/fWbeDMncqP+yyb4DUFi9m0V4c9W08d8NxTC7tfThmT7ZVNzD/R6+GXX/q1BK+d/40ynLTY9pPgO+GuQcweyRc/74miI6ngR5aOUyuEIqIiMSbiWpopQI5AKy1p4RbZ4zZbYwps9buNMaUAXvCbGO7//cGY8xrwJFAyEDOWns/cD/ArFmzhuBIB4PBEfEJ3a7GjXhsGxMXfAT88z0791p23hM8OfZJLYdhsbzqWg7A4Uc8H1Snq8qKm1i95ks0Nm5kz57jQ9Y5//zzmT59Om3GwZjXlwINAev3N9eR53CwctWt7N0bvD9HajFpqTlUVX2DlJTsCP7iQEe9tZwdzcFB7/g0F1tf2YbjUCuZLic/ueyomIK4plYPk78Zupfw8c8fQ3ZaCvXNHiaWZMdnGCVA8yG4I8SN9N/cD04llE2M/grkwswfqEBOJI7iP4+ciAwin30VDm7pUtB+zEcy/cDw+L6N9WzxKeBTwJ3+30HZMYwxeUCDtbbZGFMIHAv8OMb9Jo0w03CTmnlWRM/3Wg+pDjezLrqIXXcuAqDWNPC0d0nA+/jwttGM9Raz1wRPbB3Ob37zACWluYwdCzU1vlGxWVlZjB8/nmOOOYbW1lbKy8sxxlDdHHpy1FcWf5Id3ZKZLGEmaSmZTG17ndEVlzJu7JciblO71w8c4vfb9wYFcecVj6DMlYp7bS33H/Kt+92nZjNvfEHU+2i3fEcNZ9/zZsh1HzliJEeOinNWyJpt8NNpodcN8wm7E66/Pti94SaC14miSNz0Mp+qiCS58qN8Px2U7KS7WAO5O4FHjDFXAZuBjwEYY2YBn7PWXg1MAe4zxngBB7575FbEuN9BKLITNIMB48SZEiYjYTcWC8bg6JKN8X3nJupNZ2CVYV3MbpsAQEoks937eTyp1Nf7gpSMjBquuOJ75OTk4HIFp2w9cChkByqH6OwFe4CrcNPMmVOvZ0F+Nmkt68nKnBRxewA+PNTAKYvXBJWXuFI4ozCXO6rKGfeNZzvKF0wsYtaYvgVaVz3wDq+u3oO32+fCV06dyNxxBcwek9f3SbvDWf8K/OWC4PKvb4TWxvjuS4L129BK9ciJJFyc54JSj5zIIOc/5iObEHx4HM8xBXLW2v3AySHKFwNX+x+/BUyPZT/JLOhtZACcUb2/HCkOTJfhfC2mLWC9t8sVCmcU89N5vU7q63z33h1zbAWFhYUh623f8TDLN/8buCloXQ2diUVeNL5exrsLcshNTQHX5Ijb0uL1cuuabfxt54GgdZuPn4HLGKyF/6ztTHJy9vQyfnnZUUH1e7NuTx1vrt3Ly6sCRwKfOKmIEycXc/nRo3FEkBU0aiuehEeuCCw7+Vsw/yvD5gNnwDn6achquJ4Cvc4i8aMeOZFhxn++a+i9c26YXDjVjTgJFup9ZkxqVNf9jMvZOf8U0Erg1X5Pl4l0Umw0b1xDa6sbt7uUrMzgpCgHDy5m/fqfcLDmHWoYHbLT8QAFXMHDeHHwiymjsOAL4qLgsZZFNfVBQdz3Joxkdm4Wbn9WzAt+9V/e33oQgFH5GXzt9Oh6+5paPby6ag/X/W1J0LoPvnUauRmxT1cQZMf7cH/o+w81jHIA9Ff6/3BDKxXIicTRELyNXkTCak924nI6fHnwe6ysQE6iYCM+PzMYp7vXQK6utZqVNQspnTCJYz7qm2st98yx1L29A1MX+OzULsMpXfQejGzZPJ0tW2YAMH3GSrKyJlNXv4aGhk1kZIzpqLdi5c00Nm4CoDXMdp80H+14/NGSyIYivlfbgNthuHn1Ni4qzeOWNdsC1h+fl80NY0qYNyIL8E058Ph72zuCOIDXv35ir/vp7u4XVvPbNwLngxtdkMHlR49OTBDXWB06iPvWgWHzATPo9FeP3JGXw/InaK3dRWpj8FQZIhIH6pETGZZy0lMjmENyeFw4VSDXjyy+t5XT2fsscrsbN2Ot5bIf3N1Rln18Ba17GnAs7Xz2BE8ph7eNASDj5HLSirO5dfI8HnnkkbDb9nidWOtg9uzHKSoeTWbmBPbvf43/vX0y06b+lKysSSxc1JmMZSVTeaNj3vfQ7p5U2WsQt7mxmSW1DVy3YnNH2Tu19R2PLyzJ42OleZyQH5h98s11+/jKIx90LF9/clWP++lqZ00jCzcc4IaH3w9ad3hFLk9+cX7E24pY8yFobYKfTAhe97UN/dcrJMEcCQjYQ8kuheveJPW+40GBnEhiKJATGVYcYWc5C2GYXDBXIJdg3W/INIAz1TJ1RgFsCp9hMtdVyPicI4LK0w8rwCztXPZaL0sKt3Lp5ZeSWpIZWZu8vkDCndbMlMl3UFe3umPd8hU3BtW/3Xy/121eWtb7ZNUnLFpFY/fMIn43ji7h62NLg4LBL/xtCa+u7ryX7fHPHxNxFsmWNi/z7nglqPyUKcX89opZ8U9k0i7UlAIAt+2C1DjOPyfR668eORFJvDgnOxGRwS1c+gKLwXQfaj1MLprrrCbBgt9zhtmZR1PZ0Nrj8F6T6iT/0uBkIelTCtif2wR1vuUNKXtIaUwJCuK83vBXKjMyDjJm7BKOPOI+srOnkZISZkLqKBxs85DX7d64Nq/ll1v2MCrdxbfXbQ8ZxOWnOnngsLHM8Q+j7Kqp1cPTyzonAL94ZgVHVEbW1jG3PB1U9tGZFXzv/GlkuBLwtve0wj1Hwqi5geUjRsEF98G2xQriBoN+n59PJ5oiiaPjS2Q4cfgvwIc9wz33HkjLgX9cOWwu3A6Pv3LQsBgclLkraNvTc6r5gpJKMmYU9bpFl8vFRRddFLynHq5UZmYdIDu7mtRUX89Weno506b+NGRvXEjWBiVt2NLUEhTIPbuvhjs27iScyjQX78ybGnLdntom/vFu4L1zd118eETNe+K97UFlN58xmetOGB/R86O2dRH8/lTf42VbA9fdsMz3e/Qxidm3RKe/P9g19EskcTT9gMiw4nb6jtGwNyilpkOqv2NjmARyw2MAaRJKSXGHXde1t+2yyy5j0qTg7I099cg5nb6+wPZADqC09LzIG9cliLuk1LeNLY0tAVV2N7eyuTH0JOIA07LSuGfKqICy5z7cyc4aX4B7xR8WcdfznUM+f3RR7zNYeL2Wbz35YcD9cJNLs9l059mJC+Ks7QziusoeCR//e2L2KX03TD7YRYaFOF8oUSAnMriNLvCNbHKndAtfOs5LDXj9492Gyff98Pgr+0GkXwAR35cVoprH4+Guu+6iqampoyw7Ozuontfbwoi8Z4PK22Vk+FL9uFwFPTbBg4MPmRF2/R8OG8P8vGwe3lXNjzfupDwtlSynk61NLVy2dEOP2355tm/YaF1zG5/+4yIKMt08t3wXC6oKuf0j01m1qzMd0YYfntXrvG7/XbePn7ywmve2dGa2XPuDM0l1JvBaRf0+eP4bweXzvgin/yBx+5W+669kJ+008kskcXSPnMiwkmLae+S685cYAyOP9D2ec3V/NWtAKZDrR9F85YQKW3bv3h0QxAFkZQXfW7Z338vk5gbPldad05kRsFxYeAr79r3Usfwc5/B386mwzy9MTSEnxXcz6dqGZs56d22v+yxITeG84s773F5dtYd3NlV3LL++dh8L7no14Dk9BXHr9hzir29v4YG3NnWU/e/WkyjNSUtcMpN2vzsFqgOnM+DbBzVX2GDm6OdBCBpaKZI4Or5EhpkwZ9LG+FPDG8gpG1bz9CqQi5NwQVo8rxc2NgbfV+dyuYLKWlurg8q6ys4+jAnjvx5Ufti0e2hp2cO7Sz7OqMqrMAenwP7w2yl2R9+78dLsiZS5O9u8rTr8vYJXzR/LWdNLe9zeKf/3esDy/Z+cSVlugpOKWAvLHw8M4vLHw5feVRAnItJfFMiJDC/tx3zYc63hdw6mQC5O4v3WCRUAdu2Ny8jI4Nxzzw3dFtNzytX8vGPJzz82qNzpdJOeXsn8Y/8LQGbzdiB4DiwHcGphDqPTfAHZrhOP4INDDZy+eE2P+wUodgUGf9UNvnvrirPdpLucbN7f0LHu/509JWSvmtdr2bS/npPu/k9AecKHUgIsvA+eDQ6C+cIiBXHJ4tZtPPunH3Lmjl/1w8409EskceKd7EREBrUww6k7zr6G4XmYArlBKrU4cNij1+uloaEzyMnMzGTKlCkhn9vbdONpaeURtWFvS2vI8lk5mfxp+riAshlZPfeCPTtzImPTXTj9B9m26gbm/8g3hHJ0QQb3fXImZ/zsjY76V88fy7bqRirzA/8PHq9l/DeeCSi7ev5YrlkwLvFBnKctOIibcCpc/mhi9yvx5c7G9nKxI27UYyCSOLpHTmR4Cfudarr9Hj4UyMVJvLNdmVQHTz75JDk5OZx44ok89NBDrFnT2eOVmhp+WGNbW32P23Y4godjhvK/g3Uhy4/PD74vL9z9aJlOB2/PnUJRt564Z7rMDzcqP4NXVu0JWP+7Nzfyuzc3suJ7p+NyOti0v4Gv/uMD3t96kO5uPHUime4o3sr718OWt+HIyyJ/TmsjPHZNYNkVT8GY4yLfhgwajmH4YS8y5OhCicjw0nHMd/sONybw9zCiQG6Q2eDYTZHN4YUPXmCLcx/gS3LSNYgDcDpD9yhs2nwf+/a93OM+2jyhA7SgemGudrrCJIz48qhi7tkSGJBdXlYQFMRZa0nvMin3h9treGPtPnLSUsjLcOFKdbB2t6+NU7/1fI9t3HTn2b3+HUF+cZTv97QLwJXRc13wBXE/CHGv3rjjo9+3DA5x/rBvmvFJ0g6/MHiFegxEEueMO+H5W2HB16HlELz1i5g2p+kHRAa7Xr5TzfCbVU2B3CDziutDf+adzrJVq1YF1XO7g+eZs9bL+vU/7nUf+XmRTU7tDHGyOysngwtL8kLUhm+MH8k3xo/kz9v30WYtc0dkMSotuPfvtJ++zto9ncFkdYNvCOclsyu57eypXP67hR2BXDi3f+Qwjp1QGNHf0bmjTfDgJzqXm2t7D+TWvQR/7Tbhem4lHPeV6PYtQ1rTrOtIGzUteIV6DEQS5+hrfD/tYgzkRGSQC3txVEMrJVZh3lt9usIXwVOKi4uD92Xben3eySetj6gJWxqbQ/5J/545sdfnXlHec4DVNYhrd/zEIq4/xbdtV/eJHrv56mkTuXzu6F7bEWTxH2DPis7luydBej7cvDG4bvVm2LcW/tYtiCuaDF9YGP2+ZVCJ90d9wqe6EJGEU4+cyCDXHsh1/87V0EoZDGwUObPS04OTi9g4Xf1v9nqZ8/bKuGyrO683+G88rqqQP31mTsfyd86dxrxxBfzgmeA23PfJmZw+recpCcKq3hRc1ngA1r8CFXPAnQWtTfDcLbDsH9DSLeC8dRu4gydgl+QT/8/6cBvU0EoREZH46O07dfgFcsNvMGk/6/qW6i1QiyaQS0kJjsEj6ZGLxMbG5rhsJ5S6luA2LqgqClgeVZDBZxeMC6oHvp67qDUcgB+NgRVPhl7/lwvg6Zt8V3qeuA7e/WNgEJdTDp95QUGchBc2jtPQSpGkMfzOAUWSS2/3natHTvoqkiEZB00DhTYbZ5j42Rtzj5wn4uf3ZG+IYCsenvtwJ8u21wSUVRVn8cl5oYdJvnjjAgqz3Dz67jZOnVpCbnoqaal9SBu/6U1o7HmSdJY+5PsJ5cp/Q37owFKSU9yzzMZ1ayIyENR/LjLI9XZxVMlOJJH+5V7M5LaRzG8LPf9bNF8iaWlpQWVeb0sfWxZobX1jUNn3Jozk3OIRMW33c39dErCc4jC8+JXwmR+rSnw9YOF65yLW2hBcNv1i2PZO6OGWXWWXKYgbgrzxziYZ7iqgslaKiIjESbiEFO3lw++yqgK5eInwvbPLETwPGsA+c4haEyLgCMPlCs4G6fEEB2DR+v76HTy7N7iNC/KyKXNHNv9cpPrtHNfTZWLz474Kx34Z0nJh+7vw25PCP+/yf8KEUxLfPul3lXkZsC1+2zPhRqlraKVI0lCyE5FBLtyJo5KdSMzCXSQwEVXjCfeiiHflcrkoKSkJKvd6wweCLlcRo0df2+u2f9ltHrh26c6+d1c/u2wnv3l9Q1C5O7UfusAX3gdv3N25fNiFviAOoLCHDJwzr4RxJya0aTJwMt19GKLbg7RoJqQXERGR6IWbELzD8AvkYjqTNsZcbIxZbozxGmNm9VDvDGPMamPMOmPMLbHsc7DqHrAl0te+9jUyMzODytvawgdy8+a+wqjKT/e4XdtDF1l6mEnAI/Gj51fxwdbgXr6JJf2QPOTZr0Pdbt/jj/0ZSrrM9eXOhrPvBtPtpP7mTXDuz8ER35N9GbpSHcpaKZLsUobhSaBIcvF/py74KpTO8E0JBV2mJRiYVg2kWLtEPgQuBF4PV8EY4wR+CZwJTAU+YYyZGuN+Bx0bYXduNJkpw3E6gwOMlpYD1NWtCFG7/TnBE4h3V9sWPllKX3rk9h5qZswtT7NpX3CAecGR5dx76ZFRbzMmU88PLpt9NXx5CVSdBtd/ANe+AemhJzyXoSPuQ6jCHf+exCQOEpH4cw7DYVkiSaU9YCuogs+9AWn+3A0ef7Z11/DLLh5TIGetXWmtXd1LtTnAOmvtBmttC/AQEOKMOsn144V3R4jesaXLPsfqNd8O+xzTvdepG6+1vHUweKLudhl9COTW7D4Udt13z59GRV5G1NuMSv2+yOrljYHL/uH7XTYjkS2SIStcIBefBEQiEoEbV8DJ3xroVohIorQPrey46OI/+T72Bt/oquLQyQSHsv7I01kObO2yvM1fJnFUU/NuTM9/fHc1n/5w1amLEQAAH+NJREFUU1D5Z8oL2bBgRp+uVDa2hO/hy+jLNALR2vBa5+O8MYnfnyQN0289cq2hy0Uk/nLLwZ0z0K0QkYRpH0LpD1/ae+gmnQnfPgBpw+/47/UOfWPMS0BpiFW3WWvDzLDcd8aYa4BrAEaNGhXvzSdOxEMrA61ybufN1FXxb0+UwvXGpRjTp964Lz/4HrtqmsKuT4kheUpE/vpRWPei7/Gp34c51yR2fzLMhTn+xx4Hq/7dv00RGc5iSIfs0NBKkcHNdgvkugd2w1CvgZy1Ntb869uByi7LFf6ycPu7H7gfYNasWUmfKSD4XpzAP2mlM+y/YlCIZpLydg0tbTz1wY4EtCYK7UEcwNzPg1NZBaWL/jphu/C3ULsd7g2bC0pE4imGKT8ivdddRAZI90Cu1yyWQ19/hLDvAFXGmLHGGBfwceCpftjvoNQ9LEqJ8SVoba3hv2+dENM2APa2hE7K0JeLmzsOhu+J6xfdG60gTrqJ+0d+uBNAVwYUVsV7byISVtJf/xWRsMIMrRzGF2FinX7gAmPMNmAe8LQx5nl/+UhjzDMA1to24IvA88BK4BFr7fLYmp1Eun+nmO6Lsb35qqvfpqlpa+8Ve7GzuTXkEMqwWdXD2LK/gb8v3NJjnR9eMD26jUar4UBity8SZPh+iYgMKjEMrRSRQa4j2Um3oZXD+Ds4pq4Ka+3jwOMhyncAZ3VZfgZ4JpZ9DRXdpx8wMU5AZyK4CjFixNE9rv/HrgMsq2vkipEF/HnH/o7yqgw3N44JdXtkeGf8/HUaekhy8ocrZ3HS5ODJzOOqsbrzcY7y6kiwuF+8G8ZXA0UGFwVyIkNW90BuGM8f105jzgZYtO+90aNHR7WFaVN/SmnpeSHXNXm8XPz+et6prQdgVm5mQCD3xtHRpXG11vYYxAFkuBL8lmuqgX9d73t86vfhyMsTuz8RYFh/i4gMJjHcIycig1x74OZoz3yuZCcK5OIk0tEcwSMtIz8BvOSSS6iqCrzfxmt7Tm/e0/xxj+2u7gji/jx9LLNyYpvXra6598mPM1wJnnbg1R/C5jd9j4smQ0Z+YvcnySnePWjqkRMZHGIaWqnjWGRQa79Q40wNXB7Gx+7wDWH7SW/nd9G89bKyskhJCYy9PW0NPW/fEVj/yT3VTH1zGfds3s0D230TZn9vwkhOK8yl0dv3L8BWj5dVu8JPAN4u4YHcwS73C47qeUipSPwM3y8RkcFFQytFhqz2k2qH+qHa6T8RLxGfx/WS/aQHqampAct19WupqX2v52aZzpf4hX013LJ6G9VtHn64YScA+alOrqksBqDe0/chKRf9+i2WbqsJKPvozAoefXdbQFnCh1auftr3+7CLIC03sfsSaaceOZHBQclORIaurBKo2w3to81a/VnSU9IGrk0DTIFcnATPF9de3vNyNKd/3XvjFi48o9fnOPyB3PK6Rq5YtjFofZHLFxw2e71c9WHw+kg0tXoCgrhzDx/J5v31vLxyd1DdhPbIebsEohf9PnH7EQmiQE5kcOh7IBfue1xEBolLH4a1L0C2P2ne7KvhuZthRGXPzxvCFMgNsGjukeveIxfR9v2BXG1b6CQkmf4pB96qrmNtQ3PU299T28QT7wdOan7Px49g7K2hk5Rmp0X/N0Ts4KbOx+ohkcFkwqmQUTDQrRAZ+mLokdPXhsgglzMSZl7ZuTz3c76fYUyBXNxE9g3QffqBaPQlkAPwWktbmPvfPP4vva5hXn6qk7sn9Xx146FFW3j2w13sONjI2j11ADz2+WMoH5FOqF3NHJ3HzNF5OKOdmC4aSx/x/f7UvxK3DxkS4n7lvbczwMsfje/+RCS0GLJWqkdORJKNArkBFk2PXNehlTbCq44Wy4JFq2js5f63mtbOjJNPHVXFhIyexxvf8tiyoLKjRuX5ttUQnEnzY7MquGT2qEia3DfLHoXX7vA9LpyYuP3I0BD3+2h0AigyOMTQIxfHVoiI9AcFcgOsr/fIWdsS2ZOsZV0PQybH+wO2fV0CufbhlqHUNLbyi5fXBpVfe/y4jse1TcGBXFpqgrNV/vOqzsfZ0U1iLsNP3Gea0pgskcFBuU5EZBhRINfP+jqP3E033YTD0RlgeTw9TzvQ7ocbdgCTQq67qCSPOydWALCvpWsgFxx0eb2W255Yxs6aJl5bvTdg3cs3Hc/4oqyO5X4P5Lr2rpz8rcTtR4YMTwxTbYjIYBbDsa0LMiKSZBTI9bu+fclkZ2d3PG5trWHt2jsiet4Lh3LDdvtdU1lEdoovwOraI5fhCO6R21/fwoOLtgaVA1TmBU4kfqgpeGLw7LQEvtUObPD9Lp4Kx92UuP3IkOGNdyCnE0CRwSGGe+RERJKNJgRPsO6nd7FMP9Bu/YafsHPXP3usk54+iq9wL3tN+GGG2V163tp75NwOQ0qIhCSHQvSytXOldL6NdtY08urqPR3LqU7DGdNKO+6fi7tlj8IvjvI9vuC+xOxDhpy2uHfIKZATGRS8oTM0i4gMReqRG0ArndtoJrj3qjfNTbt6reN0ZrLblPVYJ6vLvXD7Wto4IS+bh44YH1Rv2bYa3t18IOQ2Dq8cEbB82k9fD+iRG1+UxW8+ObPX9vZZ13vjiqckbj8ypBRkuuK7QfXIiQwO3ui/UzvpOBaR5KJALl7CXeG33Rd9BbWmgf+mru7Troyj95fN4ej9RHVEl/vW9rW2MT7DHbLeufe+GbL8zgun85EjywPKug+rbO0lW2ZM2rokfDn9h+BM4Bx1MqSU5vSclTV6OgEUGRRiCOQ8RqdEIpJcNLQy4WzIx9FMO9CdoffEIeUjL+21jst/L9y9m3eztaklILBr11MgNio/o9ckJq2eBCWV8LTC7UWdy/O+kJj9iERCPXIig0MMgZxXgZyIJBkFcvES7jwuzid4bW2HaPPUdSyXlJwXVOfEE1ZTVnZR2G2cVZjLX2f4pguobm3j9g07ATi1IDeg3uPvbeOwbz8fdjtjCjMDlhtagr9AE9Yj9/w3Oh9f/KfE7ENERJJLTIFcgqfJERGJM11+6mft/VPeKLNXer3NeL2tvPHmPLzexo7ygwffCaq7uqGVE9/5MOy2js3L4pSCHLY3tTDzfysAuL2qnOPzswPq/fl/m2luCw7EjhlfwDkzRjJyRHpA+b5DgXPbHT02nxtOScDk3E99CZb8uXN54unx34cMbXFPiKAeOZFB4Zgvw84P+GDLfg4366J7rgI5EUky6pFLMGO7B2y+ZW+UUxIvXXYdzc27AoI4gObmnUF1/3ewLqisK5c/K+WimnoAClNT+Ex5YVC95tbQbZxQnMWlR48KKHtr/T4W3PVqx3JBpouHr53HvPEFPbYlap62wCDuOzWQmh6+vkgoh3bEd3saWikyOIyohKteoMZG/71gHQrkRCS5qEcuXiLsYOtrj9z+/f9h9KhrO5bT3CNpag59Mlrd2nNvw4v7anm3poGHdvkyUb41dwqObiei33ziQ1bsrA35/K6Tf7e79LcLOx7/8tKjmD0mAdMNvP8gPPG5zuWzfhL/fcjwULMtzhtUICcymDj7MJ9cdka8kyCJiCSWArl+1LVzzhNFj5zD4Rvzv+S9zgQmxSXnsmVL8LxpbTi5a1P46QncDsML+zsDtILUFHJSAq9C7q9r5i9vbw75/O+eN43LuvTGWWt5f+vBgDqnTSsh1RnHzl6vBxb+JvC+uP+3F1LinEJeho94D6FSj5zIoJJioh8+Paoot/dKIiKDiAK5eInyPC6aQK64eENQmbXBX1KTp9zNiStHBJV31ewN7Akc0S2Iu+fltWzcVx/yuSdMKuJTx4wBoKahldqmVj7x27fZVu0b7vnijQuozM+IbxBXsw3WPNcZxJUdAad9X0GcxKYPV+t7pHtrRAaVox2ron6O0XEsIklGgVw/a59HzmMiO5GcOetJ0tMDhzi6XEXUHFwUXDnzSGpNdVTtGZPeOXecx2v5vxfXhKz38k3HU5bbOezkk39YyNJtNR3LR4/Np6okO9RT+6bhAGx6Ex75ZGdZxRy49GHIyI/ffmR4CnEhJJydNp8yc6DnSka3G4skvQjmaBURGUxiOvswxlxsjFlujPEaY2b1UG+TMWaZMeZ9Y8ziWPY5WAXlNAlXD2jDE3GPXEZGbdCorby8udQeWtqlzgSmz36JD5qjGxZyQl42d06qAGDTvnqOufPloDoXHlXOH66cxfiiLNwpTqrrW7j6T+8EBHEv3LiAv1x1dFT77lH9fvjx2MAg7qyfwNUvKoiT+OietbJ4Wtiq5zb/gFtbrwoqv67l+s4FJUkQSX4K5EQkycT6qfUhcCEQfLNWsBOttfti3N+gFXYaOSzzHMsBX2+cNZYH0l4j15vR4/YcjlbKRgb2jrlcRVSUX86evc91lLndpUwY/zU+taaVJbWbomrzHRMrqEzzDVH89Wvr2V3b3LFu2sgcbjhlIsdPLMKV4qChpY15d7xCTnoKWw90Zs48vCKXifHqidvxPuxeDk9+vrNs5pVw7s/js32Rdt2HVn7i7zz8r0e4ZMMPgqruI5cHPSdzR+rvA8qf9Xa5eKF75ESSz+zPwju/7VzWBRkRSTIxBXLW2pUARicxPd4j96DLd3L47zmjWb/2aKqry6lxNPS4udKydYwbtySg7Mgj/szCRWcGlI076nluWLOHJbWhM0yGMynDTVqLl5ufWcrDi7d2lFfmp/Olk6o4ZUoJ+Zm+IO+hRVt4edUeahpbqWls7aj7uytmMTfW6QWshVVPw8qnYOnDneWlM+CqFyFVWcQkAdp75EaMhoObIT0PjzJPigwf36nxDeEPCOTUIyciyaW/PrUs8IIxxgL3WWvv76f99p8w54BFtjOjo8vVyLjxi3l3cXmImhawTJ/+Mvv2jaKsNPheta5BXEHBCdTnnMtX1+zmlQOHgurmpjipaQt9H1DK8mo2bWtgHp1JVI6dUMD/O3sqVcVZpPiTlSzZUs0f/7uJf30QOM3BhOIs5k8o5MTJxTgdfTj59bRCayO8/St47Y7AdeNPgot+ryGUkljt98idcQdUHg1pueCNcwIUERk4VafD2ud7ruNtC1xWICciSabXTy1jzEtAaYhVt1lrn4xwP/OttduNMcXAi8aYVdba18Ps7xrgGoBRo0aFqjJIhQ5o5rcu63hsAdMtyYnbXU9xyXpycvaSn+8LmEbkhZ8+AMDjHMGD5gr+tCkXCAzixqS5GJnm4q0wk4I7t9Th3N3U0drDK0fw8DVzSUvtHFJireX55bv40XOrgzJYjinI4I9XzqYyv+ehoUHaWnzZJ3d/CO/9FWq3B64/+Vsw9wvqgZP+0T600pEKmYUA7HJXDmCDRCSuLvkLNB6EuyeGr5M2whe8FU2B3csUyIlI0un1U8tae0qsO7HWbvf/3mOMeRyYA4QM5Py9dfcDzJo1K7pZs5OAr1PSx512iHHj3qWwcGsPzwj0FBfwsOcy2G9wOwxl7lTOKRqBE8NphTmcvWQtm5pagvdb14pzaz0pWzoDsyuPGcO1x48LCOL+tnAz726u5rElgYHWlceMYf6EQk6ZWhL5H+v1wLt/hO1L4P2/dW8RLPgajJkPY44Dh7L+ST9qH1rZ5X23Pms6xzf/H/9xf2WAGiUicZPihuxevq9SXPCt/fDmz/yBnO6RE5HkkvDLT8aYTMBhrT3kf3wa8L1E73dwMqSl1VNaugZjLBOqQkwhEEKLawLNxVdB7ql8wp3K9a5URrtT2V/fwta6Jv68p5pXa+v4+ZbdQc91bqvH1LSQss13T162O4VvnD2FEempnDm9DIBDTa388tX13Pf6+oDsm6MLMvjSSVVMG5nDlLKcyP7EQ7th7Qvw/t9hy1uB61zZMPE0OOwimHx2ZNsTSYT2Hrku80Z5rWWzLeXqlpu42PkfTncOyQS7ItJd+xBL9ciJSJKJ6VPLGHMB8AugCHjaGPO+tfZ0Y8xI4HfW2rOAEuBxf0KUFODv1trnwm50CHup7TROcb1I1cSFPdbbWV/M5toKNtaNocaTw3t2Fs0tbrJdS6l1WGyKA5vnwlsQYhhiswfHgWacuxqZVpHL8YX5VFZlUHFqOlUlWTgwLNp0gO/8azm/em09dc1tAcMnp43M4azpZZw6taTnbJSeVjiwARb/Eep2+ZKW7Frmm8Db489+mVEI5UdB+UyYfTVgIDPG5Cgi8dARyHX2yDW3+specM/hBXM0W7wfG4iWiUgCndt8O9Vk82bXwo4eevXIiUhyiTVr5ePA4yHKdwBn+R9vAA6PZT9Dxdn/W8p1lT+jemwpUzK8lDsPgiOdgzaT/S0eWnCxvaWNEdkODmYFJ17oOiWx2wvNzR6Kmy2njsxjanY6h2emU5mXwcFDzSzadAB3ipM31u1j9a5DbD3QwPaDjTS3eTt63XbXNjOjIpcrjxnD+OIsPnLESLLTUjt34vX4grNDO+FfN8CYY6GtGbYu8l3BbOzSopwKGHkETDoTyg6H0cdAbkVi/pEisQoRyGVl+N77bVU5eMsy4D8D0TARSYivbwSvh2W3hxgJ4/VnY3akBq8TERnENI6gH51gPmDJ1iv4yaZLeNS7gE0lReTkG3A2UuOwODO9mFYPo1xupjudjCvOpDTTzYGGFlLbLNkeqMhw47JQ3+xhV20TO1saWbtoF0ub2/j+ntAJTlwpDipGpHPa1FIq8tKZUZHL+KIsqkqyobkOGvbBpjfgnd2+edx2LoXqTZ1fbu2WPw4p6b5etpxyGHscZJXA6GPBFWXyE5GBFCKQmzejlEdra/EWKeGOyJCRnufLSNtTJuSOoZXqkROR5KJALsHWess57sS/A7B+xHuY5+/gm01/4WYe5Kd7Pspfdp5CHb4gyAO4gfaJB96JYPtZ7hSKst1U5meQn+lidEEG0ytGcKiplQVVRYwf4SC9tRre/jUUTvQNfXzzBdi1tPeNTzkXDm6FE7/h+zIsn6kvOhkaQg2lcoC3OD2qzfx2yh/47BGZcWyYiMTVTWvw5Yzugcd/0dKpHjkRSS4K5OIk1OQD97adz71tH+lY9k46newZl8Oyf+Ba+jA3b3iIm1MfAmBn5hT2j7+AxrQi/rfdw/K2SuZWlZKRlcOhVl+vmsdrmVqWQ0aqkxHpDsrSPaTU7YStC2HHEmg+BOmFsGI5tDXBimbYvxY8wVkscWX7grOyGb4ALX8cVM7x9bApWJOhLkSyk5yU0O/7o6auoCRrLyyF2pwqcmrXdqzbmzUVJk1JaFNFJAYprt7rdFzYUSAnIslFgVwCHbA5NOHuWHY4HL4rfkdc6vtZ+xJsXwxv/4qy+pWULV0JwOz2J+zG98XSPsTRnQPNtZHtPKccyo6AccdDbiUsug8u+gMUVkFahBkoRYaqVH/PW5eLFmcV5vKzyZXcsCpwOpAvVPzG9+BLS3hrUxtn/GsOy72jfU/XrBkiyW/GxbDw1zDx9IFuiYhIVBTIxUmogRvdywzdzvqqTvH9nHALtDZB3W7fRNk7l/oCNqcLanfAiichu9SXQKR2O9Tv9yUWcbqgZBo0VkPRJF/g5soKfXY57/Px+lNFkt+Fv4Ulf4aRR3YUGWP4eFlBUCDXoWA8rdt2cGHzd1hvRwLgVCQnkvzKZ8J3aga6FSIiUVMgl0C224BLpwk1ANMvNQ3yRvt+Rh8TuO6sHyegdSLDWE4ZnHBz1E+zwBI7sWM5LUWBnIiIiAwMnYXESfegLVSZMfp3iwwFZbm+zJYFWe5eaoqIiIgkhiKLOLE2+F/pVSAnknRSVtVAmy8Zyv9yA6fAtP5JGFMcvmPb0UMnu4iIiEgiaWhlnHhDBGmtQf9eBXIig93RpLJjcTXjT3qDublZfGb/qWHrOhTJiYiIyABRIBcnzlCBnA3896pHTmTw++d1gfeovvxK52N/h1xHIiNHT/e9ioiIiCSQIos4sSH+ld175IzR/GwiycxrA3PROvUJKiIiIgNEPXJx4nAF/ytbuv17nc6M/mqOiCRAhv84nzMmn8Ksek6aXDLALRKRaJw2tYQZFbkD3QwRkbhQIBcnJsR8Ut2TnYhIchoxYg7gOwn8zrlTuWT2KNJd6mEXSTb3XzFroJsgIhI3CuTiJFTQ1oZO9ESS3QnHL8cY30elw2G48tixA9wiEREREQVycVPf0hJU5lEgJ5L0nM60gW6CiIiISBDdqh8vIbLXtenfKyIiIiIiCaBII05CZa1stqkD0BIRERERERnqFMglyNO581lsJw10M0REREREZAhSIBcnjpTA3rdflHwclLVSREREREQSQIFcnJSNrAhYtgriREREREQkQRTIxYkzNfT9cCFyoIiIiIiIiMREgVycOBzBMzk0zy3irVtOGoDWiIiIiIjIUBZTIGeMucsYs8oYs9QY87gxZkSYemcYY1YbY9YZY26JZZ+DlcMZOGecxWBzXZTlppOfqvnkREREREQkfmLtkXsROMxaOwNYA9zavYIxxgn8EjgTmAp8whgzNcb9DjpOZ7ceuS5DKl+bPZlnZlb1b4NERERERGTIiimQs9a+YK1t8y++DVSEqDYHWGet3WCtbQEeAs6PZb+Dkbtb1so209kLV+xO5aiczP5ukoiIiIiIDFHxvEfuM8CzIcrLga1dlrf5y0IyxlxjjFlsjFm8d+/eODYvsSaMmhywvDOzmBPzsweoNSIiIiIiMpQFZ+joxhjzElAaYtVt1ton/XVuA9qAv8XaIGvt/cD9ALNmzbKxbq+/HDZ+Bis++QbFI0pZtfo93py1gAyncsmIiIiIiEj89RrIWWtP6Wm9MeZK4BzgZGttqMBrO1DZZbnCXzbkTB0/A4D5x5w+wC0REREREZGhLNaslWcAXwfOs9Y2hKn2DlBljBlrjHEBHweeimW/IiIiIiIiw1msY//uBbKBF40x7xtjfgNgjBlpjHkGwJ8M5YvA88BK4BFr7fIY9ysiIiIiIjJs9Tq0sifW2glhyncAZ3VZfgZ4JpZ9iYiIiIiIiI+ycYiIiIiIiCQZBXIiIiIiIiJJRoGciIiIiIhIklEgJyIiIiIikmQUyImIiIiIiCQZBXIiIiIiIiJJRoGciIiIiIhIkjHW2oFuQ1jGmL3A5oFuRwiFwL6BboQkhF7boUmv69Cl13bo0ms7dOm1Hbr02ibGaGttUffCQR3IDVbGmMXW2lkD3Q6JP722Q5Ne16FLr+3Qpdd26NJrO3Tpte1fGlopIiIiIiKSZBTIiYiIiIiIJBkFcn1z/0A3QBJGr+3QpNd16NJrO3TptR269NoOXXpt+5HukRMREREREUky6pETERERERFJMgrkomCMOcMYs9oYs84Yc8tAt0f6zhhTaYx51Rizwhiz3Bhzvb883xjzojFmrf933kC3VfrGGOM0xrxnjPm3f3msMWah//h92BjjGug2SvSMMSOMMY8aY1YZY1YaY+bpuB0ajDE3+j+PPzTGPGiMSdNxm5yMMX8wxuwxxnzYpSzkcWp87vG/xkuNMUcNXMulN2Fe27v8n8lLjTGPG2NGdFl3q/+1XW2MOX1gWj10KZCLkDHGCfwSOBOYCnzCGDN1YFslMWgDbrLWTgXmAl/wv563AC9ba6uAl/3LkpyuB1Z2Wf4R8FNr7QSgGrhqQFolsfo58Jy1djJwOL7XWMdtkjPGlANfBmZZaw8DnMDH0XGbrB4AzuhWFu44PROo8v9cA/y6n9ooffMAwa/ti8Bh1toZwBrgVgD/edXHgWn+5/zKfz4tcaJALnJzgHXW2g3W2hbgIeD8AW6T9JG1dqe1don/8SF8J4Pl+F7TP/mr/Qn4yMC0UGJhjKkAzgZ+5182wEnAo/4qem2TkDEmF1gA/B7AWttirT2IjtuhIgVIN8akABnATnTcJiVr7evAgW7F4Y7T84E/W5+3gRHGmLL+aalEK9Rra619wVrb5l98G6jwPz4feMha22yt3Qisw3c+LXGiQC5y5cDWLsvb/GWS5IwxY4AjgYVAibV2p3/VLqBkgJolsfkZ8HXA618uAA52+aLR8ZucxgJ7gT/6h83+zhiTiY7bpGet3Q78BNiCL4CrAd5Fx+1QEu441fnV0PIZ4Fn/Y722CaZAToY1Y0wW8E/gBmttbdd11pfSVWldk4wx5hxgj7X23YFui8RdCnAU8Gtr7ZFAPd2GUeq4TU7++6XOxxesjwQyCR6+JUOEjtOhyRhzG75bV/420G0ZLhTIRW47UNllucJfJknKGJOKL4j7m7X2MX/x7vYhHf7fewaqfdJnxwLnGWM24RsCfRK++6pG+IdsgY7fZLUN2GatXehffhRfYKfjNvmdAmy01u611rYCj+E7lnXcDh3hjlOdXw0BxpgrgXOAy2zn3GZ6bRNMgVzk3gGq/Bm0XPhu3nxqgNskfeS/Z+r3wEpr7f91WfUU8Cn/408BT/Z32yQ21tpbrbUV1tox+I7TV6y1lwGvAh/1V9Nrm4SstbuArcaYSf6ik4EV6LgdCrYAc40xGf7P5/bXVsft0BHuOH0KuMKfvXIuUNNlCKYkAWPMGfhuZzjPWtvQZdVTwMeNMW5jzFh8CW0WDUQbhypNCB4FY8xZ+O69cQJ/sNb+YICbJH1kjJkPvAEso/M+qm/gu0/uEWAUsBn4mLW2+w3bkiSMMScAX7XWnmOMGYevhy4feA+43FrbPJDtk+gZY47Al8TGBWwAPo3voqSO2yRnjPkucAm+oVnvAVfju59Gx22SMcY8CJwAFAK7gW8DTxDiOPUH7vfiG0rbAHzaWrt4INotvQvz2t4KuIH9/mpvW2s/569/G7775trw3cbybPdtSt8pkBMREREREUkyGlopIiIiIiKSZBTIiYiIiIiIJBkFciIiIiIiIklGgZyIiIiIiEiSUSAnIiIiIiKSZBTIiYiIiIiIJBkFciIiIiIiIklGgZyIiIiIiEiS+f/wahNUVi8xVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "d[\"t\"] = t\n",
    "\n",
    "for hiloVal in [0,1]:\n",
    "    for DAC in range(9+2):\n",
    "c\n",
    "        my_data = genfromtxt('tmpdata.optim/dac'+str(DAC)+'_'+str(hiloVal)+'.csv', delimiter=';')\n",
    "        d[hiloVal,DAC] = my_data/1024.0\n",
    "        plt.plot(t,my_data/1024.0)\n",
    "\n",
    "with open('lit3rick_optim.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)\n",
    "    \n",
    "plt.title(\"Lit3rick, 5V, acquisitions optimised\")\n",
    "plt.savefig(\"lit3_5V_optim.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('lit3rick_optim.pkl', 'rb') as fp:\n",
    "    data = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['t', (0, 0), (0, 50), (0, 100), (0, 150), (0, 200), (0, 250), (0, 300), (0, 350), (0, 400), (0, 450), (0, 500), (1, 0), (1, 50), (1, 100), (1, 150), (1, 200), (1, 250), (1, 300), (1, 350), (1, 400), (1, 450), (1, 500), 'noise'])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.00488281,  0.00585938,  0.00195312, ..., -0.00390625,\n",
       "       -0.00195312, -0.00292969])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(1,0)]"
   ]
  }
 ],
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